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      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1729ba36520>]"
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      "C:\\ProgramData\\Anaconda3\\envs\\schedule\\lib\\site-packages\\matplotlib\\textpath.py:65: RuntimeWarning: Glyph 8722 missing from current font.\n  font.set_text(s, 0.0, flags=LOAD_NO_HINTING)\nC:\\ProgramData\\Anaconda3\\envs\\schedule\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:240: RuntimeWarning: Glyph 8722 missing from current font.\n  font.set_text(s, 0.0, flags=flags)\nC:\\ProgramData\\Anaconda3\\envs\\schedule\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:203: RuntimeWarning: Glyph 8722 missing from current font.\n  font.set_text(s, 0, flags=flags)\n"
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "from scipy.stats import cauchy\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots(1,1)\n",
    "\n",
    "x = np.linspace(cauchy.ppf(0.001),cauchy.ppf(0.999),100)\n",
    "ax.plot(x, cauchy.cdf(x,1.9080728401635376,13.482679021170945))\n",
    "ax.plot(x, cauchy.cdf(x,1.9080728401635376,13.482679021170945))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1152x1152 with 2 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig=plt.figure(num=1,figsize=(16,16))\n",
    "ax1=fig.add_subplot(221)###可从图中看到，我们的画布是分为2x2的区域\n",
    "ax1.plot(x, cauchy.cdf(x,1.9080728401635376,13.482679021170945))\n",
    "ax2=fig.add_subplot(222)\n",
    "ax2.plot(x, cauchy.pdf(x,1.9080728401635376,13.482679021170945))\n",
    "# ax3=fig.add_subplot(223)\n",
    "# ax3.plot([1,2,3,4],[1,2,2,4])\n",
    "# ax4=fig.add_subplot(224)\n",
    "# ax4.plot([1,2,3,4],[1,2,3,3])\n",
    "\n",
    "# 设置标题\n",
    "ax1.set_title(\"cdf for cauchy\")\n",
    "ax2.set_title(\"pdf for cauchy\")\n",
    "ax1.set_xlabel(\"delay time\")\n",
    "ax2.set_xlabel(\"delay time\")\n",
    "ax1.set_ylabel(\"probability\")\n",
    "\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig_r "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "95%的延误时长小于:86分钟\n5%:的提前时长大于:83分钟\n"
     ]
    }
   ],
   "source": [
    "print(\"95%的延误时长小于:{}分钟\".format(int(cauchy.ppf(0.95, mean, var))))\n",
    "print(\"5%:的提前时长大于:{}分钟\".format(-int(cauchy.isf(0.95,mean, var))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "20"
      ]
     },
     "metadata": {},
     "execution_count": 78
    }
   ],
   "source": [
    "e_label = ['2019-01-15 02:30:00',\n",
    " '2019-01-15 07:00:00',\n",
    " '2019-01-15 14:30:00',\n",
    " '2019-01-15 19:00:00',\n",
    " '2019-01-16 02:30:00',\n",
    " '2019-01-16 05:30:00',\n",
    " '2019-01-16 07:00:00',\n",
    " '2019-01-16 14:30:00',\n",
    " '2019-01-16 19:00:00',\n",
    " '2019-01-17 02:30:00',\n",
    " '2019-01-17 05:30:00',\n",
    " '2019-01-17 07:00:00',\n",
    " '2019-01-17 14:30:00',\n",
    " '2019-01-17 19:00:00',\n",
    " '2019-01-18 02:30:00',\n",
    " '2019-01-18 05:30:00',\n",
    " '2019-01-18 07:00:00',\n",
    " '2019-01-18 14:30:00',\n",
    " '2019-01-18 19:00:00',\n",
    " '2019-01-19 02:30:00']\n",
    "len(x_label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "C:\\Users\\49498\\AppData\\Local\\Temp/ipykernel_8540/476586216.py:33: UserWarning: FixedFormatter should only be used together with FixedLocator\n  ax.set_xticklabels(x_label,rotation=10)\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "[Text(-2.5, 0, '2019-01-15 02:30:00-2019-01-15 05:30:00'),\n",
       " Text(0.0, 0, '2019-01-15 05:30:00-2019-01-15 07:00:00'),\n",
       " Text(2.5, 0, '2019-01-15 07:00:00-2019-01-15 14:30:00'),\n",
       " Text(5.0, 0, '2019-01-15 14:30:00-2019-01-15 19:00:00'),\n",
       " Text(7.5, 0, '2019-01-15 19:00:00-2019-01-16 02:30:00'),\n",
       " Text(10.0, 0, '2019-01-16 02:30:00-2019-01-16 05:30:00'),\n",
       " Text(12.5, 0, '2019-01-16 05:30:00-2019-01-16 07:00:00'),\n",
       " Text(15.0, 0, '2019-01-16 07:00:00-2019-01-16 14:30:00'),\n",
       " Text(17.5, 0, '2019-01-16 14:30:00-2019-01-16 19:00:00'),\n",
       " Text(20.0, 0, '2019-01-16 19:00:00-2019-01-17 02:30:00')]"
      ]
     },
     "metadata": {},
     "execution_count": 96
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1152x576 with 1 Axes>",
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Dsxt0uwn639ew5xaitagoVW8g+Q9Ul0I7+Kk3rnrc2vz25V+oLB+zCXZ9oFYpnbqg2bTsEEKINq2iFL6/DgY+rBY/bSDRqfksPZzE8iNJpOSVYGthwnU9vLm+pze9/B2bdQXndi7WvD61C4+N7sD3e+P4Ye85bvgylZ5+DtwzNIjRndz/1c6pLZJkWLROsdvVi2nvXk3XHqnv3epHVixErFaXUicfU59TFNjzMbQbCp7dZTm1aNuKs+HgIti/QP3zYyfVGeBpC40dWc263AA27rD8flg0FgY/BsOeBRMzY0cmhBBt1/4vIX6PumqnnjIKSll59DxLjyQSnpSHTqvhmg6uvDixEyND3bAw1TVAwE3Hxcacx0d34L5hgfx+MJGvd8Vy34+HaOdizd1DApnW07vFfU8NSZJh0fqU5qsXqlZOcO/Opk88nQJh0Fz1w6BXH8uJh02vgKJX27WETlI/fPuBtu3+AhJtTEEa7PoQDn8HZQVq24uBc8Ha1diR1U27IXD/Hlj/nLqfuLQArn3H2FEJIUTbVJAG299Vt8W1H3lVhygp17M5Io2lhxPZFp2O3qDQxduelyd1YlI3L1xsWn7NCCszE24bGMDN/fxYfzKFBdtjeX7ZCeZvjOK2AQHcOsAfB6u2d2NXkmHR+mx9Q22lNH2x8WdgLyS6jv7w5GmIXqfOGP/9Nez7XI2x81S1h6rOTN3rIkRrU1GmzpyWFaj/9ztfpy5l8+hi7MiunoUdXPcZhEwAr+7qY8XZYG4nN7iEEKIpbZkHFSUw5vU6vUxRFA7GZbP0cCKrjyeTX1KBh53FxdnSDu6ts3uAiU7LxK5eTOjiyd7YTBbuiOX9jdF8sf0MM3r7ctfgdvg6WRk7zCYjybBoXc4fVZfK9L6j+e3ls3aGHreoHyV5ELNR7VkMaguZXR9Ah/FqS6egEWobGSFaKkWBs9vVYlMmFnDjL+qqiSci1VUbrcWFvWkGA/x2G+jL4LovwKmdceMSQoi2ICMGDv8AAx4El/a1eklcZiFLDyex7EgS8VlFWJnpGBfmwfU9fegf6Nxm9tFqNBoGBrkwMMiFyJQ8Fu6I5cd9cfywL45ru3hy79BAwryvohNLCyPJsGg9DHpY9QhYucDIl40dzZVZ2EHY9Ze+9u2nVqCOXAPHfwVTK+h4LVz/tfFnt4WoC32FWlxq90dqWzNrNxjwwKXWY60pEf4njQa63wRrn4IvBsHY16HX7fLzK4QQjck5SL3Z6jegxqFbIlP5fOsZDsZlo9HAoCAXHh0VzNjOHlibN5+UKD4vntSiVGzMmq6QZIiHHfNndOepsR35dvc5ft4fz6pj5xnU3pl7hgYxNNilWRcLq4/m8y8vRH0pBnVW1SkILB2MHU3d+A9UP/TlELdbXUpdWnDpQlpfLkuoRcuw73PY+CI4B8Okj6HrTDC1MHZUjU+jgW6z1H7kKx6A1Y+qN7eu+wJsWtieaCGEaAn0FWqR1I7jaxyamF3E/T8extPegmfHhzCluxee9s1rBd6OxB0sPL6QY+nHeDm/AoBPNz3AZyM/a7JE1NPekuevDeWhEe35eX883+4+y22LDhDqacc9Q9sxsasXpjptk8TSVCQZFq2HzlTtBdqS6Uwh8Br144KUcPh5hjrT1Ok6mWkSzYvBALkJl3rudr8ZnNurhUy0zesNs7CsgrziCqzyS3G1baRiKA6+cOsKdevD319LlWkhhGgM5SWwYCj0v1/dGleDN9dFotHAz3f3x8uheSTB5fpydibtpKtrV1wsXcgry6OwvJDHez1O2IZ15JbkEOocejER3pG4gwFeAzDVNv7kiJ2FKfcNC+KOQQGsOHqer3bE8tiSY7y7Poo7B7djVl8/bJrRbHp9NK8rFSGu1pon1FmY1kijBWsX+P12+PUmyE0ydkRCqAwGWP0IZMep++BB3Rsfcm2zSYQVRWFHdDq3fL2fE4m5xGUWMvbDHawPT2m8k2q1an/xB/aChb3a/3LTf6Eoq/HOKYQQbcneTyEjSq1FUYMDZ7NYczyZe4cGGT0RVhSFE+kneGP/G4z4fQSPbH2EtbFrAbi23bUsnbyUO8LuwFJngYe1Bw/3eBiAkxkneXDzg4z/czzfnfyOwvLCJonX3ETHjN6+bHh0KItu742vkxWvrYlgwJubeXt9JGl5JU0SR2NqHSm9aNui1qkzMHZeamXXGpRERhJ36+wmCKz+7CZOxHHmDJizRV1+uvUN+KwfjH1N3Y8ohLEYDLDmMTj8PTh0Bwd/Y0d0mXK9gTXHk1mwI5aI5Dxcbc15wMkKO0tTvBwsuO/HQ0zr6c1/J3fGzqKR7rJf2NoQvw/2fALHfoUpn1116w8hhBBAXjLsnK/WWgkcdsWhBoPCq6tP4mlvwX3DgpoowKqV6cuYsWoGZ3LPYKY1Y7jfcCYHTWaAl7rfWaup/iZyJ+dOfDbyMxafXMx7B99jwbEFTO84nTld5mBr1vhVr7VaDSNC3BkR4s7RhBwW7jjDgu1n+GbnWa7r4cWTYzriZtcyt0Q1j1v3Qlyt0gK1YI1rKAx4uMbhdhMnYhES0gSB1V9JZCR5q1erX+hM1L7FD+wB7x6Qm2jc4ETbpiiw9gk4tBgGP96sEuHC0gq+2XWWa97dxqNLjlKuN/DO9V3Z9cxwvB0ssTU3YdkDg5g7MpgVR88z7oMd7I7JaNygAofBnE3qLPGP09SVLGVNc1dfCCFanc2vgqEcxrxW49A/DiUSnpTHs+NDsDRr2rZ3heWFrIhZwYeHPgTATGfGUJ+h/HfAf9k6cyvvDXuPoT5Da7XsWaPRMNRnKIvGLuKXCb8wwGsAy2OWo9Oo31NxRXFjfiuX6e7rwOc392Lrk9cws48vmyLSWvQ+YpkZFi3btjfV/Yp3bqjV3rzI3iPZatuF4R3d6BPgiEkz/uGtcvbaKRBmr1QrZwPEbIKkIzDoEdmb2MpkL/nt0s2QZkeBjNOg6wZnzlASGWn0m0xp+SUs3n2OH/fFkVdSQd8AJ16Z3JkRIW5o/69NhqlOy+OjOzAixI3Hlxzl5q/3c/vAAJ4Z14gXS1494J7taj/MvZ9BQRrM/KFxziWEEK1VTgIcX6L2qq+hhV1+STnvbIiil78jk7t5NUl4eoOe/cn7WRm7ks1xmynRlxBgF8D93e/HXGfO470fr/c5wlzCeP+a9yksL8TK1AqDYmDm6pn42fpxR9gd9HTr2SQFt/ydrZl3XRgvTAjFwrRpbzQ0JEmGRcuVeQb2faEuF/brX+Pw3OJyHv7lCBkFpSzcEYuTtRmjQ90Z18WDgUHOmJu0kB9kjUadKQY4s1XdN3NyGUz+BHx6GTc20WDyVq9uFknmvxgqQGsCLh0uPmQREoLdxIlGCedMegFf7Yhl6eEkyg0Gxnby4J5hgfT0c6zxtd19HVgzdwhvr49k8Z5z7DidzvwZ3enu69A4wZpaqIXwOo4Hy8oWU6UFoDOTm1lCCFEbDr5wzzZwDKhx6Gdbz5BRUMo3t/Vu9ORQURQ0Gg2/Rv3KWwfewtbMlslBk5kUNIlurt0a5fzWpmrhynJDOeMDxvNL5C/cvv52urp05Y6wOxjuOxydtvGvbVtyIgySDIuWzCkQrv8KgkbUavg76yPJKizlt3sHkFlQyvqTKaw5kcySgwnYmpswItSNcZ09GNbRFSuzFvKjMfZ1tZXLmifg65FqVcXhL4B50/WmE43HIiQE/x++N3YYKkWB9c/C6b/g7i1gWXOy2ZgOnstiwY5YNp5KxdxEy/TePswZEkg7F+s6HcfSTMd/J3dmdCd3nvz9GNd/sYcHh7fn4RHtG2/ZV8DgS39e8wSknoRpC8C9c+OcTwghWoOSPLCwA8+uNQ6Nyyxk0a6zXN/Th26NdIMzoziDtbFrWRW7its638bEwImMDRiLm5Ubw3yGYaZrmpuc5jpz7u9+P7eH3c6KmBV8d/I7Htv2GB9e8yEj/aVGRU1ayBW/EP+nohRMzCHs+loNPxSXzc8H4rljYDv6tlNnZMZ38aS0Qs+emEzWh6ewMSKVFUfPY26iZVgHV8aFeTAyxB17q2be3zfkWggYBJteUYtseXSF7jcaOyrRmigKrH8O9n8J/R8ECwejhGEwKPx1KpWFO85wOD4HBytT5o4MZvYAf1xs6tcqaVB7F9Y/OpRXVp3k482n2RKZygczuhPs3siFSTpfB2c2w8Jr1BtZAx+GJriTL4QQLUpZIXw+QF0NOOypGoe/sTYCE52Gp8d1bNAwDIqBDec2sPLMSvae34te0dPZuTPWJuqNWBdLF0b7j27Qc9aWpYkls0JmMb3DdLYlbmOYj1pc7JfIX8gtzWVWx1k4GOn9uzmTZFi0PHnJ8NVwGP8OdJpc4/ByvYEXlp3Aw86Cx8d0uOw5cxMdw0PcGB7ixut6A3+fy2bDyRTWh6fw16lUTLQaBrZ3YVxnD0Z3cm+83qT1ZWEPE+dDz9ng2U197OwOcOustroR4mopCmx4AfZ/Af3uV1cjNHGv65JyPUsPJ/H1zlhiMwrxdbLklcmdmd7bp0FXcdhbmjJ/RnfGdHLn+WXhTPhkF0+P7cidg9r9a99xg+k4Hh7YB6sfhU0vq9Xxr/8KHPwa53xCCNES7f4Y8hLVm/812HMmgw0nU3lqbEfcG6DCsUExkJCfgL+dPxo0LDy+kPyyfO4Iu4NJgZMIdKi5vVNT0ml1jPS7NCN8KvMUy2OWsyh8Ede1v47ZnWbjY+tjxAibF0mGRcuz/lm1X2ctlxR+s+sskSn5LLi11xUbhJvotAwIcmZAkDMvTezE8aRc1oUnsyE8heeXneCF5Sfo4+/E2DAPxnZ2x8fRqqG+o4bj1V39XF6s9iUGGPc2dLmhyRMY0Urs+wL2fQZ974Vxbzbp/6OcojJ+3BfH4j1xZBSU0sXbnk9u7MH4MI9GLX43LsyTXv5OPLf0BK+tiWDjqVTem94NX6dG+pm3doEZP8Dx32Dra6CRmWEhhLgoNxF2fwSdp4L/wCsOrdAbeHXVKXwcLblr8JULbNXkXO45VsWuYk3sGrJLstk2cxuWJpZ8MeoL3KzcrtgKqTmZN2get3W6jcUnF/N79O8siVrCoz0f5Y6wO4wdWrMgybBoWaL/glPLYcR/wLnmfnEJWUV8uCma0Z3cGdvZo9an0Wo1dPd1oLuvA8+OCyEqNZ/14eqM8bzVp5i3+hRdvO0ZF+bB2M4etHdrZnt0TS3htlWwci4snQMnfoMJ89XCE0LURdeZoC9TK5Y3USKckFXEN7vO8tvBBIrK9Azr4Mq9wwIZEOjcJBUyAVxtzflqdi/+OJTIK6tOMf6jnbw0sRPTe/s0TgwaDXSbCWHT1P7EBgMcWAj972v4cwkhREuy8WVAgdGv1jj0178TiEzJ5/Obe151YacjaUd47+B7HE8/jlajpb9nfx7q8dDFNkYe1rW/nmwu2ju257XBr/Fwj4f5KeInurqq+66TC5KJyYlhsPfgJnt/bW4kGRYtR1mR2tvUpSMMfKTG4Yqi8NKKcLQaDa9MvvrCNBqNhhAPO0I87Hh0VAfOZRSqS6lPpvDuhije3RBFezcbxlcmxp297JrHLxT3znDXX3DgK7Un3+f94aGDYOdp7MhEc6co6ixl56nqMvvBjzbJacOTclm4I5Y1J5LRAJO7e3HP0EBCPOya5Pz/T6PRML23LwOCnHny92M8/edx/jqVwpvTujbelgldZY2CQ9+qq2B636HWRxBCiLaoIA2i16v1FGrYPpJbXM78jdH0befE+LDaJ6zl+nJ2JO3Ax8aHjk4dsdBZUFRexBO9nuDawGtxs3Kr73fRbLhbu1/W3um36N/4+sTXtHdozx1hdzA+YDymumZeK6eBSTIsWo6YTWp/uTvW1qoNydoTKWyNSuc/E0LxcrBssDACXKy5d1gQ9w4LIiW3hL9OpbDuRAqfbY3hky0x+DhaMq6zB+PCPOjp59h4ew1rQ6tTZ5ZCroWI1ZcS4aIssHIyXlyi+VIUtRfuzvehrAD63NXIp1PYeTqDhTti2RWTgY25CXcOCuCOQe0a9Oe2Pnwcrfh5Tn++3XOOt9dHMvbDHbx+XRjjuzTijSVTK0CBnHhwCW688wghRHNm4wYPHwLzmosZfrz5NNlFZbw0sVONkxKKohCeEc7KMytZf249OaU5zOo4ixf6v0CIUwhLJy9tHhMbjeyBbg8QYBfA4pOLeWHXC3x0+CPuDLuTm0NvNnZoTUaSYdFydJqs/kKsxfLovJJyXll1ks5edtw+MKDRQvKwt2D2gABmDwggq7CMTadSWX8yhe/3xvH1rrO42pozppM748I86B/o3HitWmri4AcDHlD/nHICvhkDA+fCkMdl1klcoiiw5TU1Ee55G/RqvP1E5XoDa44ns2BHLBHJebjZmvPs+BBu6ueHnUXzuyut1Wq4a3A7hga78Phvx7j/p8NM6+HNy5M7Y2/ZCPE6Ve51yz4nybAQom3KiQd7X7CteZb3THoB3+05x8zevoR529c4/o4Nd3Ao9RDmOnNG+I5gUtAkBngNAGgTSfAFpjpTprSfwuSgyexK2sXik4uJyIy4+Hx2STaOFsZtpdjYJBkWzZ/BAGmnwCOsVokwwHsbosgoKOXr23o3aqGdf3KyNmNGH19m9PElv6ScrVHpbAhPYdmRJH7aH4+9pSkjK3sZD+3garwm5baeEDoJtr8FJ5fB5E/Ar59xYhHNy7Y3Yed70ONWmPghaBv+Z6egtIJfD8Tz7e5zJOUUE+xmwzs3dGVKdy/MTZp/4ahgd1uWPjCQT7fE8OnWGPbGZvLuDd0YHOzSsCdyrEyGs8427HGFEKIlKC2Ar0dB6GSY8F6Nw19fE4GFqY4nxlTfSunjwx/zUI+H0Gq0jA8Yz+SgyYz2H42tWSO30GsBNBoNQ3yGMMRnCOX6cgBOZpzklnW3MDFwIrd3vp0gh9pdg7c0kgyL5u/Qt7DmCbh7M3j3qnH40YQcftgXx20DAujq49D48VXB1sKUyd28mNzNi5JyPTtPZ7AuPJlNp1JZejgJKzMdwzu6MTbMg+EdXbFtypkwaxeYthC6zFDbuSwaC/0fgHFvNF0MovnJS1b7CHe/BSZ93OCJcFp+CYt3n+PHfXHklVTQt50T867rzDUd3Iy7leAqmOq0PDa6AyNC3Hjst6Pc8s1+bh8YwDPjQrA0a6CE3sYNTK0hW5JhIUQbtGs+FKSqRRxrsD06nS2RaTw3PqTaeg47E3fy1YmvGOA1gD4efZgZUvNx26oLe4adLZ2Z3mE6y04vY3nMcob5DOP2zrfTy71Xq5o9l2RYNG/5qbDpFWg3BLx61ji8Qm/guaUncLM154n/6ylsLBamOkZ3cmd0J3fK9Qb2xWayPjyFDSdTWXMiGTOdlsHBai/jUZ3ccbKueT90gwgepfY33fJarfbiiFbOzhPu2QYOAQ2aCMekFfD1zliWHk6iwmBgXJgH9wwNoruvQ4OdozbSi9JJLEgkrzSPk7FrGd9ufL3fzLv5OrB27hDeXh/Jt7vPsSM6nfdndKOHXwMsKdNoYOb3l2aIhRCircg+B3s+VW/a+/a54tByvYF5q0/h72zF7YMCqh5jKOfdg+/ib+dPd9fuDR5ua+Vh7cHz/Z7n/m7382vUr/wS8QsPb3mYzdM3Y2XaDNuLXiVJhkXztuE5qCiGCR/Uqq3Lt7vPEZGcx5e39Gza2dZaMtVpGRLsypBgV16dEsaR+GzWh6ewLjyFLZFpaJdCv3bOjAvzYKDegFljL/E2t4Hxb6l7RQFOb4Rjv6i9iW1cG/fconnY8S6ggaFPglNggx324Lksvtwey6aIVMxNtMzo48OcwYEEuFg32DlqIzE/ka9OfMWqM6t4obAEM50ZC499wSj/UZjp6n/jycJUx8uTOjM61J0nfz/G9V/s4cHh7Xl4RDBmJvX8+W0/qt7xCSFEi7PxJbUA6Kj/1jj0p31xxKQVsPDWXtVutVkSuYSzuWf5ZMQnba5SckNwtHDk/m73c3vn24nOjsbK1ApFUXhk6yMM8hrElPZTsDCxMHaYV02SYdF8xWyC8D/hmufBpX2NwxOzi5i/MZqRIW516ilsLDqtht4BTvQOcOKFCaGcPJ+n9jI+mcLLK0/ydlw2TtZmmOeW4GHfyL9kLtxoyD4HEavgzBYY+yZ0m9VkvWWFEex8X10Z0HWWekOknv/WeoPCxlOpLNxxhsPxOThamfLIyGBmD/DH2abpCrUpikKZoQxznTk5pTmsjV3LtOBphLmcwFxnxldj3sVMZ0ZReRFH048y0Gtgvc85sL0L6x8byisrT/HJlhi2RKbxwczudHCvx6qLzDMQvxe63dQo+7eFEKLZKc6GxEMw6FGw977i0OzCMj7YdJpB7Z0Z3cm96jEl2Xx+7HMGeA5gmM+wRgi47bA0saSbazcAskuzySjO4LX9r5FTmsO93e41cnRXT5Jh0XzlJoJHl1r1OFUUhZdXnATglSmdW9xeBo1GQ5i3PWHe9jw5tiMxafmkhH9Lck4Jo+dv59lrQ7ixj1/j763seze0Gwor58Ly++D4Epj0ITgGNO55RdPb9YHaf7rLDLju83olwiXlepYeTuKrnbGczSjEz8mKV6d0Znov34bbQ1sLeoOerQlb+Tb8W4Icgnh10KuEuYSxecZm7MzsiPtsNqAu/QL4/tT3fHb0M27ocANP9X6q3su+7CxMeX9GN8Z0duf5pSeY+MkunhrTkTsHt0N3NT+7sVvVeglBI8DOq16xCSFEi2DpCA/9Xav3pA83RZNfUs6LV2illFuaS6B9IE/3ebrFXRs2Z04WTvx07U8cSj1EoEPDrSozBkmGRfPV63a1qq225ovpDSdT2ByZxvPXhuDjWP0F7TcnvuGXyF8Y6jOUUX6j6OPZB1Nt81sy097NFlNHK1xtzOniY88Ly8JZcfQ8b07rQpCrTeOe3LUj3LEODi2Cjf+F2O3QK6Bxzyma1u6PYdN/oct0mPplrX7GqnM2o5Bbvt5PUk4xXX3s+fSmHozr7NFkVdwBSipKWHlmJd+d/I74/Hh8bHyY6jr14vN2ZnZVvu7OsDspqihicfhi9p3fx+uDX6ene821CWoytrMHvfwdeW7pCV5fG8HGiFTen94NX6c6Jtv/rCgtybAQorVLOQHOwWBW8+/K6NR8ftwfz039/AjxqPp3PECAfQA/XvtjQ0YpKmk0Gnp79DZ2GPUm665E85MWAadWqMs2a3GRnl9Szn9XniLU0447Bl252Mz0jtPxtfVldexq7t10L8OWDOOFXS+QX5bfUNE3KAtTHT/N6cc713clMjmP8R/t5LOtMZTrDY17Yq0W+sxR+zr3VGfTiFilvlGJls/SUU2Er6t/Ijxr4V5KyvX8NKcfKx4cxMSuXk2aCAN8dvQz5u2bh52ZHe8Ne4/VU1dzQ4cbanydmc6Mx3s9zuJxiwG4ff3t/BH9R4PE5GJjzsJbe/He9G6cOp/HuA93sOTveJQL+/Nr42KvYakoLYRo5Ury4IepsOLBGocqisK81aewNtPx+OiqWykpisKPp34kqySroSMVrYzMDIvmxWCAVY9CRjQEXgMWNTdOf/+vaFLzS/jilp6YVnMRrjfoMWDAzsyOb8d9S0lFCXvP72VT/CZOZZ7C2lQt6rPs9DLMdeYM9RmKjVkjz8DWkkajYUYfX64JceWVlad4d0MUq46d5+3ru9KtsSvy2lbuwTHoYePLkBMHgx6BoU+DacstltBm5SaCvQ/0vBV63FKvpdHnMgq5ceE+yvUKP9/d74p35htaYn4i35/6nrEBY+nl3oubQm5iqM9Qerv3vqplcD3de/Ln5D/58PCH9PNQe24rilLvJXUajYYbevnQP9CJp34/zjN/nuCvk6m8eX0X3Gxr8fNj7wsanfQaFkK0fjvehcJ0GFBzMrwlMo2dpzN4cWKnajtwbEvYxtt/v41Wo+Wm0JsaOFjRmsjMsGhejnwPCftgzGu1SoSPJ+bw3d5z3NLP/4rtTH6N+pUZq2aQXZINgIWJBcP9hvP64NdZOnkpWo324rhndj7D0CVDeWDTAyw7vezia4zNzdaCz27uycJbe5FdVMbUz3fz2upTFJVVNP7JtTqYs0nt97fzffhyEJzb1fjnFQ1n7+fwSS84f1T9uh6JXlxmITd+tY/SCnVGuKkS4ZOZJ3lq+1NMWDaB36N/JzIrEgBPG0/6ePSpV/JqZWrF8/2ex9fOF0VReGL7E3x94msqDPX/+fJxtOKnOf14aWIndsVkMPaDHaw9kVzzC3Wm4OArM8NCiNYt8wzs+wK63wzeV96qUlZh4LU1EQS6WjN7gH/VY/RlvHfwPQLtA5necXpjRCxaEUmGRfNRkKaW0/cfDN1rvotXoTfw/LITuNiY89S4qpfJAKQWpvLJkU9wt3LHwdzhX8//8wL652t/5vvx33NjyI2cyTnDS3te4oNDHwDqTFFaUVrdv68GNqazBxsfH8aNff34etdZxnywgx3R6Y1/YisntdDSrctBXw6LJ0B6VOOfV9Tf/gVqm7Lg0eDeuV6His8s4saF+ygu1/PTnP6EejZNIvzU9qeYtXoWu5J2cVvn21g/bT03h97cKOcqM5Sh1Wj56PBH3L7+duLy4up9TK1Ww52D27Fm7mB8nax44KfDPPrrEXKLyq/8wpt+g2vfq/f5hRCi2frrRTAxh5Ev1Tj0+73nOJtRyIsTOlW7GvDniJ+Jz4/n6T5PN8u6MKJ5kWXSovnY8AKUFcHE2vUU/m5vHOFJeXx2U0/srtBT+O2/36bCUMEL/V+oceZIp9XRw60HPdx68GTvJ4nIirjYOy0qO4rpq6bT1bUro/xGMdJvJH52fnX7HhuInYUpr0/twpTu3jz753FmLzrAtJ7evDihE47VLBlqMEHD4YG9ELVOLbYFalLsWv0NCWFEB76CdU9DyES44Vt1tvEqJWQVceNX+ygs0/Pz3f3o5NV4iXC5vpzN8ZsZ7T8anVZHL/dedHbuzPUdrsfWrB7timrBXGfOe8PeY6TfSObtm8f0VdN5vNfjzOw4s95Lp9u72fLn/QP5bGsMn2yJYV9sFu9O78qQ4Gr6esvPlRCiNSstgIJUGPI42F65LWZmQSkfbT7NNR1dGR7iVuWYjOIMvjz+JUN9hjLIe1BjRCxaGZkZFs1H8BgY/Qq4dqhx6PmcYt7/K4prOrpybZfqf3luS9jGxriN3NftPnxtfesUjkajoZNzJwLt1ZLxzhbOPNLzEfQGPfMPzWfCsglcv/J6YnNj63TchtS3nRNrHxnCwyPas/LoeUbN386Ko0l1K9JzNcysoUtlgaKUE/D5AIjZ3LjnFHUXux3WPgkdJ9Q7EU7MLmLWwn0UlFbw05x+dPaqeRvD1SgoK+C7k98xful4ntrxFLuS1OX4s0JmcXvY7Y2eCP/T+HbjWTZ5GT3cevDlsS/JK8trkOOa6rQ8OqoDyx4YiLW5jlu/OcBLK8Kr3vKQFgFb34TS5lnkTwgh6sXcBu7aCAPn1jj0/Y3RFJfp+c+ETtWOMSgGhnoP5cneTzZklKIVk5lh0Xx0rf2+jv+uPIlBUZg3JeyKMzV/Rv9Je4f23NbptnqH52rlypwuc5jTZQ7nC86zOX4z2xO342ntCcDv0b+TkJ/AKL9RhLmEXdyH3NgsTHU8MaYjE7p68syfJ3jk16OsOHqeedeF4e1g2fgBOLYDRQ9xe6D9yMY/n6i9gCHqEtuet4HJ1a8YSMopZtbCfeSXlPPTnP6EeTd8IlxcUcyXx77k96jfyS/Pp49HH14e8DKDvQc3+Lnqwt3anS9Hfcn5wvPYm9tTYahgd9JuhvoMrfcscVcfB9bMHcK7G6L4ZtdZdp7O4P0Z3ej5z/oHGadh+1vQcTx4da/fNyOEEM3JuV3g0hFsXKlpfi4iOY9fD8Rz28AA2rtVX+DUzcqNd4a908CBitZMZoaF8e18H/Z8orZSqoUNJ1P461Qqj47qUGPfzvnD5/P5yM8xrceMWFW8bLy4tdOtfD3mayxN1IQzJjuGH07+wM1rb2b0H6N5Y/8bHEw52KDnvZIQDzuW3j+QFyd2Yu+ZTMbM3853e85hMDTyLLG5DbiGQmp4455H1N7x3yAnXm2R1ffueiXC53OKmbVwL7nF5fw4px9dfBo2Eb4w22qmNWNrwlYGeg/k1wm/smjsIob4DKl3wtkQNBoN3jbeAKw8s5KHtjzEE9ufaJDiehamOl6c2Imf7+5HWYWBG77Yw3sboiirqGyfJu2VhBCtUXE2LLkVVj5c41BFUXh11SnsLU15dGTVqwcVReHDQx8Sm2O81XqiZZJkWBhXepS6BDAlvFb7hAtKK/jvypOEeNhy1+Dqewon5CeQW5qLqdYUTxvPhoy4Ws/1e45tM7fxxuA3CHMOY+nppSwKX3Tx+cOphynTlzVqDDqthrsGt+Ovx4bS09+Rl1ee5IYv93A6tZGXWHqEqf+GwvgOfQdL74ad8+t9qORcdUY4p7CcH+/qR1cfh/rHh3rRcjDlIA9tfoiJSydSXFGMTqvj90m/896w9+jsUr8iX41pStAUHun5CFsTtjJt5TR2JO5okOMODHJh3aNDuL6nD59ujeG6z3YTlZIPjgHqAGmvJIRoTba9DSU5MOKFGoduOJnK3thMHh/dAXurqic3NsVv4pvwbziY2nSTEKJ1kGRYGM+FnsLmNjD29Vq95ION0STnlvD61C5X7Cn8zI5nuHPDnY2/d/b/2JvbMyloEh+N+IgdM3fwn/7/AdSK1retv42hS4by9I6n+evcXxSVFzVaHL5OVnx/Z1/mz+hGbEYh1368kw83RVNaoW+cE7p3hrxE9U6vMJ7DP8Cquer++/Fv1+tQKbklzFq4j+zCMr6/q2+D9LTWG/RsjNvILWtv4Y4Nd3A8/Tg3htyIQVFnQc115vU+R2PTaXXM6TKHXyf8iqOFIw9ufpAvjn3RIMe2szDl3endWHhrL1LzSrj92wMoZjZg7Sozw0KI1iM9Gv7+CnrOBo8uVxxaUq7njbURdHS35ca+VRctLdWX8v7B9wl2DGZa8LTGiFi0Yi1iz7BGo7EHfkWNtwCYCXwBhAJrFUV5rXLcN///mGjGjv4E8Xtg8idg7VLj8PCkXL7dfZab+vnRy7/6nsK/R//OiYwTvDnkTaMusbQytcLKVF3G7WThxOcjP2dz/Ga2xG9h3dl1mOvMmX/NfIb6DG2U82s0Gqb19GFoB1fmrT7Fh5tOs+Z4Mm9d3/WKf39XpcN4sHIGbYv4ldI6HflRXW7WfhTM+EFtU3GVUvNKuPGrfWQWqInwlXp418XJzJM8vu1xfG19+U+//zC5/eSL2wxamo5OHfl1wq98dvQzBnup+5oVRWmQ3zljOnsQn1XEa2siyCkqx9GxHeQk1Pu4QgjRLGx4HkytYPh/ahy6aPdZ4rOK+PGufphUMwnyw6kfSCpI4usxX2Mi1yGijlrK/5ibgfmKomzUaDRfALMAnaIoAzUazecajSYY6PL/jymKctqoUYvqlRWqPYX9BkD3W2ocrjcoPL/sBE7W5jwzNqTacWlFaXx0+CP6e/ZnQrsJDRlxvZjqTBniM4QhPkP4T///cCTtCJvjNxPqFArAipgVrIldwyj/UYzwG4GLZc03B2rLxcacj2b14Lru3ryw7AQ3fLmH2wYE8OTYjtiYN9CvALcQ9UMYh74C/v5GbXs18ycwtbjqQ6XllXDjwn2k5ZXw/V39Li/mVEc5JTn8EvUL5fpy5vacS1fXriwYvYB+Hv3QaXVXfdzmwkxnxmO9Hrv49ZsH3sRcZ85DPR6q9yy3X2U9hPisIhxv/h3Mm6afsxBCNKryEnVF4LBnKgtnVS8tr4TPtsQwKtSdwcFVXxelF6Wz8PhCRviOoJ9nv8aIWLRyLSIZVhTl83986QrcAnxY+fUWYDDQA/jt/x77VzKs0WjuAe4B8PMzTo9YgdqaZ9bPYOWkFvmpwQ97z3E8MZePb+xR7X4RgHf+focyfRkv9n+xWRTeqYqJ1oQ+Hn3o49HnsseTCpKYt28er+17jR5uPXigKBV3K/cGO+/wEDf+enwY722I4ru95/jrZAqvT+1Sba++OkuPgpI88O1T81jRcBQFdCZw6zJ1Nrg+iXB+CbO+2kdqXgnf3dn3qlcQJOQn8P3J71kes5wSfQmj/UdfnDUd6DXwquNrzgyKAYNiYPHJxexK2sUbg98g1Dn0qo/n72wNQFxWEd18vRoqTCGEMC5TC5i+uFZFU9/dEEWZ3sALE6r/XWppYsmNITdyQ/ANDRikaEta1J5hjUYzAHAEEoCkyofzAHfAuorH/kVRlIWKovRWFKW3q+uV70iJRlJerH72HwCuHWscnpxbzHt/RTMk2IVJXasvhlWmL6O4oph7ut6Dn13LutExpf0UVk9dzdLJS7m/+/0UlheSWZxJQ6fzNuYm/HdyZ/64byDW5ibcsfhv5v5yhMyC0voffO1TsO6p+h9H1N6xJfDzTPVOu6UDmF79kuP0/FJuXLiPlNwSFt/Zl94BTld1nN+jf2fison8cfoPxrUbx7LJy5h/zfxme3OqoWg1Wv7T/z98PvJzcktzuWntTXx1/CsqDFX0Dq6FizPDmYWQegpWPKRWCBdCiJYqco3aOx1qLJp6IjGXPw4ncsegdrRzsa52nI2ZDY/1egxfO9+GjFS0IS0mGdZoNE7AJ8CdqPuGL1z12aB+H1U9Jpqb8hJYMFRtp1RLr6w8RbnewGvXXbmnsJnOjE9HfMqcLnMaItImp9FoCHYM5v5u9/PH5D8IcVKXHWcWZ/LY1seIz2u4C+Fe/o6smTuEx0Z1YF14MqPmb2fp4cT6FRxzD1Pf5AyNVKRLXO7477D8PigvgsoCVFcrPb+Um77aR3JuCYvv6EufOibC+5L3EZUVBUBv997c3vl2Nly/gXmD5tHesX29YmtphvgMYdmUZYzyG8VXJ74itSj1qo5jaabDzdacuMwiKM2HIz9AWmQDRyuEEE2kMBOW3w9/vVjjUEVReGXVSZyszHhoRNXvIYqi8OLuF9mfvL+hIxVtTItIGDUajRnqEujnFEWJAw6hLoMG6Aacq+Yx0dzs+gAyosGze62GbzqVyvqTKcwdGXxx2WBVVsSsICE/AY1G0yr2IgLoNOqPZ3R2NPuS9zFt5TQWhS+66pmm/2dmouWRUcGsnTuEQFcbHv/tGLMXHSAh6yqrXHuEQUUJZJ5pkPjEFZz4A5bdA/6D4KYlYHblfttXklFQys1f7yMxu5hFt/ehb7u6JcJLTy/l7r/u5qeInwBoZ9+Ox3o9hptVAy2/b4Hsze15d9i7/Dn5T7xtvFEUhe0J2+t8s8nf2Yq4rKJL7ZWkorQQoqXa9gaUFsCYeTUOXX08mYNx2Tw5tiN2FlVvjVt3dh3LY5aTVJBU5fNC1FaLSIaBu4BewAsajWYboAFu1Wg084EZwBpgeRWPieYk4zTsmg9dpkP7kTUOLyqr4OWVJwl2s+HuIYHVjovOjua/e/57WU/f1mSA1wCWT1nOQK+BfHDoA25acxOnMk812PGD3W35/d4BvDqlM4fjshnzwQ6+3hmL3lDHWWL3yt6wqdJvuFGdXK72EfYbUJkIV3+TqCaZBaXc/NV+4rOKWHR7H/oHOtfp9ctOL+O/e/7LIO9BvNC/5l6RbY2vrbpsb/f53Ty05SHu3XgvKYUptX69n5M18ZlFYOMGptaQfa6RIhVCiEaUegoOLoLed4LblWsplJTreWtdJKGedszoXfXS5+KKYuYfmk+oUyhTgqY0RsSiDWkRybCiKF8oiuKoKMo1lR/fAdcA+4DhiqLkKoqS9/+PGS9i8S+KAqsfU/c0jn2jVi/5cNNpknKKeWNaF8xMqv6valAMvLr3VWzNbHmkxyMNGXGz4m7tzkfDP2L+NfNJL05ncfjiBj2+Vqth9oAANj4+jAFBzry2JoJpn+8mIjmv9gdxDQGNTpLhxuYcBB2vhZt+q1cinFVYxs1f7ycuq5BFt/VhQFDdEuHlMct5ec/LDPAawEfDP2oRPYKNZZDXIF7s/yJH048ybcU0VseurtUssb+zFSl5JZRUGNTZ4SyZGRZCtDCKAhueUyviD3++xuELd8SSlFPMy5M6odNWvTVucfhiUotSeabvM61mNaAwnhaRDFdFUZRsRVF+UxQl5UqPiWYiLQIS/4ZRr6izHDU4eT6Xb3ad5ca+vlfcv/hH9B8cSz/Gk32exMHCoQEDbn40Gg2j/UezfMpynuv3HACxubENul/Gy8GSb27rzcc39iAxu5hJn+zivQ1RlJTXYh+wiTncthL63ddg8Yh/SFf35OLRBWb9pLamuErZhWXc9NU+zmYU8s1tfRjYvm6tvCoMFfwS+Qv9PftLIlwLGo2GGR1n8MekPwhyCOK5nc/x+v7Xa3zdhSJaCVlF4NoBGmiLhBBCNBmDHrx6wMiX1A4iV5CSW8IX284wPsyj2pVKqYWpLApfxBj/MfRy79UYEYs2pkW0VhKtgHsneOhvsPOpcajaUzgcB0tTnhlXfe/ajOIMPjz8IX09+jIpcFJDRtus2ZvbX/zzwuMLWRO7hqntp/JE7ycue+5qaTQaJnfzYkh7F15bE8GnW2NYeyKZN6d1oV9Ny2gDBl/5eXF1Tq2EP+6ACfOh1231OlR25YzwhUR4UB0TYUVRMNGasHD0Qsx0ZliYXH0rp7bGz86PxeMWs/jkYoIcggAutpyqcryzmgzHZRYRfMO3NVZfFUKIZkdnAqP+W6uhb6+PRK8oPH9t9UupnS2dearPUwzyHtRAAYq2rsXODIsW5PwRdZmMg1+tegr/vD+OYwk5vDixEw5WZtWOM9eZMylwUrPuKdzY/jvgv9wZdicrz6xkyvIp/HXur/pVhP4HR2sz3p/RjR/u6kuZ3sDMhft4YdkJ8krKq39R1lnY/RGUyC6FBhOxWk2EvXpC56n1OlROURm3fLOfmPQCvprdm8HBdUuEV8euZu7WuZTpy7A3t8fS5OpbObVVOq2Ou7rcxTW+1wDwTfg3vLznZQrKCv411r9yZjguq0gSYSFEy3PsVzi9qVZDD8dns+xIEnMGt8PXqfqikCZaE2Z0nIG3jXdDRSnaOEmGReM6twsWXgNHf67V8NS8Et5ZH8Xg9i5M6e51xbG2ZrY81+85AuwD6h9nC2VhYsFjvR7jlwm/4GblxhPbn2DFmRUNeo4hwa789dhQ7h7Sjl8OxDN6/nb+OlnNToTMM7DxJUg50aAxtFlFmfD7beoSs1v+BAu7qz5UblE5t3yzn9NpaiI8tEPd+qyvjV3LC7teoLC8EL0i7bMaSklFCctjlnPDqhs4mHLwsuecrM2wMTdRew2nR8MPUyHpkJEiFUKIOihIh7VPwYEFNQ41GBReXXUKV1tzHhhedSslg2Lgwc0PsiZW6uOKhiXJsGg8FaVq0SwH/1rPaL266hSlegPzrtBTuKSihIe3PEx4hhRquiDUOZSfJ/zMC/1eYGzAWEDdV2OoZ//ZC6zMTHhhQieWPzgIRysz7vnhEA/8dIi0/JLLB16sKH2yQc7bpunL1H3Cnt3qnwgXq4lwdEoBC27txbA6JsLrz67nuV3P0dOtJ5+O+FRmhBvQQz0eYvG4xWg1Wu7ccCfv/f0epfpSQN2y4OdU2V5JZwJntqj1F4QQornbMg/Ki2pVNHXFsSSOJuTw9NiO2JhXvYNzdexqdiTukJuxosFJMiwaz+6P1J7CE+bXqg/q1sg01pxI5uHh7WnnUn2V3IXHF7ItYRvFFcUNGGzLZ6I1YVbILCxNLCmpKOGODXdwx/o7OJvbcBVou/o4sOrhwTw1tiObItIY9f52fvs74dLSbFsPsHKWmeGGoDMDtxC4ZSlYXP1e8NzicmZ/s5+olHwW3NqL4R3r1v93Y9xGnt35LD3cevDZyM+wMr36nsaiaj3cevDHpD+Y3mE6P0b8SEx2zMXn/J2t1PZK9r5qtXapKC2EaO6Sj8Ph76HvPeASfMWhRWUVvL0uiq4+9lzfs+q6MkXlRXx46EO6uHRhYuDExohYtGGSDIvGkXkGdrwHnadB8KgahxeVVfCf5eEEuVpzz7DqewrHZMfwbfi3TA6aTB+PPg0ZcatirjPn7i53E5MTww0rb2Dh8YWUG66w17cOTHVaHhzenvWPDCHE046n/zzOzV/vJ7e4XN3X6N5Z2is1FEsnsHS46pfnlZQze9EBTiXn8cUtPRkeUrdEGMDHxoehPkP5fOTnkgg3IitTK14c8CKrrltFZxd1hcXRtKP4OVuRmF2MXmMCDr6QLcmwEKIZUxRY/xxYOsKwp2sc/uW2M6TklfDSxE5oq2ml9PWJr0kvTufpPk+j1UjqIhqW/I8SjSM3Qb1wG/dmrYZ/tLmyp/DULpibVN0zzqAYmLdvHjZmNjzZ+8mGjLbV0Wg0TA2eyorrVjDcbzifHPmEmatnkl6U3mDnCHS14de7+zNvSmf2nMlk5bHz6hPuXdSbIYaGWaLdJmWchvQIdYnZVcovKWf2Nwc4dT6Xz2/uxchQ9zq9PjY3FlCX4H884mNJhJuIr50vAFvjt3LXhrvwdbSgTG8gJa8EHNvJzLAQonlTFOhyg3r9Z+l4xaGJ2UUs2BHLpG5e9K6mjWZGcQbfnfyOa9tdS3e37o0QsGjrpLWSaByB18CDf9eqenRkSh7f7DzLjN4+V2zd89e5vzicdph5g+bhaHHlX7BC5WLpwnvD3mNCuwmsjl2Ns6X693uldi51odVquKW/P+/9FU1Ecp764LCn1TYKtfi3b2rZS34jb/VqY4dRs4I0SpLyuNrW2fkl5dy26ADhSbl8dnNPRneqWyK8OW4zT25/kpcGvMTU4PpVsBZXJ7MkkzJDGfa26g2RuMxCvH16y55hIUTzptVC7ztqNfStdZFoNPDs+OrbaLpYuvDxiI8vtqMToqE1v6tV0bIVZcG+L0FfUatkyGBQeG7pCewsTXlufPV95QBG+o/kzSFvMiVoSkNF22YM9xvO+9e8j1ajJaM4g5mrZ7I7aXeDHFuj0RDqaXspGbZ0AJPqW2IZU97q1ZRERho7jJqVFWDhZMDuuhvq/NKC0gpu//Zvjifm8ulNPRnb2aNOr98Sv4Untz9JJ5dOjPYfXefzi4bhY6vundOYZgKo+4ZH/Adm/WTMsIQQonoHvoK/v1Znh2vw97ksVh9P5t6hQXg7VF2UUW9Qi2UN8h6Eh3Xd3suEqC2ZGRYNa9PLcOQnCBwGbldObgF+PhDPkfgc3p/eDUfr6hOokooSLEwspHBCA8gqyaK4opj7Nt3HpMBJPNXnqXrPtId42PHbwQQMBkXd8/PXi+DaEXrc0kBRNxyLkBD8f/je2GFc2aJxoFjBrFl1ellBaQW3LzrA0YQcPr2xB+PC6nbxsDV+K09sf4JQ51C+HPUlNmY2dXq9aDi+tupy6WIlDVNdZUVpIYRorvJTYOPLEDQc+sy54tALrZQ87S24b1jVM756g57Z62YzJmAMt3W+rTEiFgKQmWHRkOL2qNUDBzxYq0Q4Lb+Et9dHMiDQmWk9q2+evuf8HsYvHU9UVlRDRttmdXDswB+T/+Cervew7uw6piyfUu++fZ087Sgq0xN/4YL99EaIWNUA0bZBBr1aidOze51eVlhawZ3f/s2RhBw+ntWD8V086/T6tKI0ntz+JCGOIXw5+ktszWzr9HrRsDysPDDRmpBUkIiPY2VF6ew4+LSv/GwJIZqfza+CoRzGzKtx6B+HEzmRlMuz40OwNKu6TszymOUczziOm1XdCz8KUReSDIuGoSiw6lGw94Nrnq3VS+atjqC03MBrU6/cU/j1fa9jbWpNgH1Aw8XbxpnrzHm4x8MsmbQEH1sftiVsq9fxQjzVxCkypXKptEcYpEhF6atSlKW2VPKpfbX0orIK7lj8N4fis/loVncmdK1bIgzgZuXGu8PeZcGYBdiZXX1PY9EwdFod93W9j94evSt7DReClRNkRKkt64QQorkoy4ejP0H/+8Gp+o4goK5gendDFD39HJjczavqMWUFfHzkY3q49WBcwLjGiFiIi2SZtGgYeYnqRdpNv4FZ9T2CL9genc6qY+d5dFQwQa7VL8X86sRXxOfH89WYrzDXmTdkxAJ1lviH8T9Qoi8B4EzOGfYl72NWx1notFXfra3yOO62aDVwKjmfcWGeanulE79DcXaN1STF/7Fxhbu31Hp4UVkFdy7+m4PnsvhwVg8mdq364qI6u5J2ATDYezAj/EbU6bWicd3b7V4ANjiFczg+G8XMBo21q1SUFkI0L1lnwdoNhtTc6eOzrTGk55fy9eze1U6ELDyxkKySLD4f+XmDFPsU4kpkZlg0DAt7GPQodBhb49DiMj3/WX6CQBdr7r+m+uqAsTmxLApfxMTAifT37N+AwYp/0ml1WJuqNzBWnlnJWwfeYvb62cRkx9T6GBamOtq5WBN5oYiWexf1c+rJhg5X/ENxmZ67Fh/kwNksPpjZvdq77NXZnbSbR7Y8woJjC1BqUfBENK0yfRlnc8/i52RJfkkFOUXlanul7HPGDk0IIS6x94WJ88HiyquK4jIL+WbnWab19Kabr0OVY3JLc/k18lemBE252HNdiMYkybBoGOZ2MPqVWg39ZMtpErKKeW1qWLU9hQHWnF2DlYmV9BRuQo/2fJQ3h7xJfF4801dP5/Ojn1OmL6vVa0M97Yi4sEzavTPYeEBxTuMF21r9NANWzq1xWEm5njnf/83+s5nMn9GdKd2r33dflT1Je5i7ZS6BDoF8OvJTufveDP0a+SuTl0/GxV6tqBqXVQRO0mtYCNHMWDpC6KQah72xNgITnYZnxlXfSsne3J5fJvzCo70ebcAAhaieJMOi/krz1I9aiErJZ+GOWK7v6cPAIJcrjn2o+0P8Pun3i71xRePTaDRMDJzIiutWMDZgLF8c+4IfI36s1WtDPe1IyComv6Qc7DzhySgIlerfdWIwQPxe0F55B0tJuZ67vz/InjOZvDe9G9f1qFsivPf8XuZunUs7+3Z8Nfor7M3t6xO1aCQXKkqbmmcD6qwK7YaqHzKTL4RoDvLOQ1lBjcP2nMlgw8lUHrgmCHc7iyrHFJWrRTiDHIJwsbzyNaIQDUWSYVF/OQmQeabGYQaDwgvLTmBjYcILE6qvNp1dkk1CfgIajQYvm7ot+xQNw8nCibeGvMWCUQu4MeRGAGKyYygsL6z2NaGVRbSiUvKbJMZWKfusemPJs1u1Qy4kwrtiMnj3hm5M6+lT59NsS9iGn50fX435CgcLh6uPVzSqC8lwhTYdqOw13OMWmPoFyEy+EMLYirIgK7bGVWD6ylZK3g6WzBlSdYGtCkMFt6y7hXf/frcRAhWielJAqxnLXvIbeatXGzuMGpWkFGHhVXP12SUHEzgYl807N3TF6Qo9hd87+B5b47ey4YYN0t7FyAZ6DwTUfn+PbnuUkooSXhrwEkN9hv5rbKin+n8gIjmP3gFOcPQX2Psp3LsD6lCMq01LPqZ+9upe5dMl5Xru/eEQu2IyeOf6rtzQq26JsN6gR6fV8UzfZygsL5Sfr2bOx1b9900tTsLNNuhSr2FFUVtw6eQtXDSxskJ1mX722Uuf3TvX2FdW1E1Luf6jOJuSHFMsPK7ck/7Xv+OJTMnns5t6YmFa9fXA0tNLOZ19mvu73d8YkQpRLZkZbsbyVq+mJDLS2GFcmWLAwr4Uu0FXLnKQnl/Km2sj6NvOielXuIA/kHyAlWdWMitkllyoNyM6rY7XB7+OrZktD25+kKe3P01mceZlYzzsLLC3NCXi4sywAqnhtVo1IColHwWtKbj+e+VEaYWe+348xPbodN6e1pXpvX3rdOi/U/5m2sppJOYnotVo5eerBbAwscDN0o2E/AT8na3UPt5FWfCmD/z9tbHDE62RokBhJiQehOO/w/Z3YP+CS89/3BO+HARLboGNL8LJZZd+x5fmQ9Jh48TdyrSI6z+AsgIsHMqxm3J9tUNyi8t5/69o+gY4cW0Xj6rHlObyyZFP6O3em1F+oxorWiGqJLeVmzmLkBD8f/je2GFUL/kYLBgK065cOOH1NacoLtfzxtQu1RbqKdOXMW/fPHxsfLin6z2NEa2oh26u3fht4m98E/4NC48vZE/yHn4Y/wPt7NsB6n7jUE9bIpL/UUQLIPUEuHYwUtQtjFtn6Hs3mFy+cqK0Qs/9Px5mW1Q6b03rwow+dUuED6Yc5MHND+Jl7YWliWVDRiwa2ZN9nsTdyp2fzuvYHZOhFqpRFHVGToirYTBAXtKl2d2KUuhX+Z773SQ4t/Py8YHDoZ/a5otRL4OJuVrV3Knd5a3ztr0F+7+EkS/BgIdBK/Mt9dHsr/8AfrkRMvLhltuqHfLJ5tNkF5Xx0qRO1V7/fXnsS3JLc3mm7zNSzFE0OUmGRf2kR6mfXTpWO2Tn6XSWHz3P3BHtae9W/VKab058w7m8cywYtQALk6qLKwjjMtWZcl+3+xjjP4YlUUvwt/MH1BsZZjozQjzs+O1gAgaDgtY1RC0ElXoSwqq/ayz+odtM9eMfSiv0PPDjYbZEpvHG1C7M6utXp0MeSj3EA5sfwNPak6/Hfi0F6VqY8e3GA7DL+TR/Hi6hpMKAhWOAtFcSV1ZRCtlxasKbdx5636E+vvZpOPQt/LNLgLXbpWS4243Q8Vo10XVsB47+YPqPG2jdb6r+nEOfhJw42PgSxG6HqQvUvumi9Uo7Bb7Vt76MTS9g8Z5zzOjlS5h31YUai8qLWBO7hmnB0whxqr7KtBCNRZJhUT8hE2DOFnBuX+XTJeV6XlweToCzFQ8Mr3rMBQXlBUwInHBxn6povgIdAnmu33MAZBRnMGv1LD4b+RmdPO0oKtMTn1VEgIs1uHSAlHAjR9tClBerF7CWDhcfKqsw8OBPR9gcmcbrU8O4qV/dEuHwjHDu33Q/HtYefDP2G6nO2QLllORwKusU3o6eACRkFRHs1A4yThs5MtGYarVn1KCHimKoKAFLZ7WoWn4y5Caqv0v+yX8TaHRQmAZlIWBiCaYWYGKhzvTeOvv/Dr6vTvHaTZyI48wZMOMHOLgI1j+nLqee+SP49q3TsUQL8tChK3YTeX1NBBamOp4cW/2EiZWpFcuvW45Wdm4KI5FkWNSPmTX49Kr26c+2xnAus4gf7+pXbdGEC57q8xQGxdDQEYpGVlxeTGpRKjsSd9DPczoAkSl5ajIcMhH0pTUcQQAQs0ndh3fPdvDqribCPx9mU0Qq864L4+Z+/nU+pJ+dHyP8RvBEryckEW6hdp/fzbM7n+XNvupyybjMIoIdA+D0RnW5qyxFbZUu7Bm1CA5SE15Ta7UQYXGW2sGhogT05Zde4N1LncHVmYKF3f8lu5ZqIgzqLLB1w8Z6YW+r48wZakLe5y7w6w+rHwPbqveIilZCZwJWTlU+tSM6nc2RaTw7PgRXW/Mqx6QVpeFi6YKTRdXHEKIpSDIs6mfPp2obmHZD/vVUTFo+X24/w9Qe3gwOrv5CfFvCNhzMHeju1h2tRi7sWhpfO1+8bbyJzo7m1lBbtBo4lZzPuDBPGPGCscNrOc4fVS9YXdU76G+sjWDjqVRendKZW/vXLRGOyorC384fOzM73hryViMEK5rKhfZKiolasC4uqwjaj1Rn8/SloJU94K1SfjIWVjn4d1irfn3rcggaDme2wK4PKvfsBl5azuwa8q9aA00l7l+zyqg1I+7coCbHigJb5kGv28GhbqtbRDN2cJG6QmXsG/9q9VahNzBv9Sn8na24Y1BAlS8vN5Qz5685hDiF8M7Qd5ogYCGqJsmwuHr6ctj0Mgx8+F/JsMGg8PzScKzMrtxTOKckh5d2v0SAfQDfjftOCie0UB0cOxCVHYWFqY52LtaXimiBeiGkLzfahVqLkXwM3EIv7s/bEpnGmE7uzB4QUKfDHEs/xr0b72V8u/G8PODlRghUNKULyXB22Xlszd2JzyyEwSMgaISRIxONZs8naoVmS3sY/46a9F7oPR7Ugv7tL7yfZ8bA/oVqBfTJn0KnycaNSzSMk8uhJKfKnuc/7Y/ndFoBC27thblJ1asCf4v6jbO5Z3ms52ONG6cQNZBpOHH1ss6CoaLK4ll/HErkwLksnhsfgotN1ctjAOYfmk9+WT7/6f8fSYRbsI5OHYnLi6OkooRQTzsiUyqT4aIseMtPLdgiqqcoalulygve3KJy4rOK6O7nUKfDnEg/wX0b78PJwon7ut7X8HGKJudg7oCNqQ2JBYn4Olld6jVcnKP+fInWRVEg6RBYu4B7mFrFOXh0tUtRWwSXYLhvJzgFwW+3wurH1RoJouUyGNTVTF49//VUTlEZH2yKZmCQM2M6uVf58pySHD4/+jn9Pftzje81jRurEDWQZFhcvYzKStL/1zYns6CUN9ZF0CfAkRlX6IX6d8rfLItZxuzOs+ngKK13WrI+7n2YHDSZoooiQj3tSMgqJr+kXG27oTODlBPGDrF5y0+GwnTw7A7AyeRcAMK8qq6+WZXwjHDu3XgvDuYOLBq7CHfrqi9CRMui0WjwtfW91Gs4swj0FfBOIOz91NjhiYaiKFCSq86yTfuqcrtEK7pB7NROXTY9cC4c/AZ+vdnYEYn6yIqF0lzw/ncy/OGm0+QVl1+xldJnRz+joLyAp/s8LRMhwuhkmbS4ehfbKl2eyL6+NoKCkgpen9oFrfbKPYW9bby5r5vMYLV0fT370tdTrRga6qkWdYlKyad3gJO6dyxVKkpfkaklTPwQ2g0FIDypMhmuphXF/6swVPDszmexM7dj0dhFeFhL0ZrW5Pl+z2Ntas0f+yrYFJGKXqND5+Crrs4RdVKrKs3GkBULxdnq6hCtCSWRUViEtLI2MyZmMGYeBA5TC3uBOsOo0VS51FY0Y+cPq5//b2b4dGo+P+yL48a+foR42FX50lJ9KfuS9zGjwwyCHYMbO1IhaiTJsLh62efAzhvMbS8+tCcmg6WHk3hweBAd3G2rfalWo2Va+2kEOwZjaSIFYFoDRVHIL88n1FN9A4xIzlOTYY8u6l4xfYVaeVL8m6XjpT6gQHhSHt4OljhZ126ftYnWhA+u+QBrU2s8bTwbK0phJN3dugPg7xRPuV4hObcYH8d2ag9ZUScXqzQ3p0QzMwbyU8DOS+3NDliEhGA3caKRA2sk7Udd+vO2N9T90ZM+BIvar4QRRlZRqrbUdL30c6QoCvPWRGBtpuPx0dWv9jPXmfPn5D8pN5RXO0aIpiRXpuLqTf5EvZNdqaRczwvLw/FzsuLhEVe+22eiNeH2sNsbOUDRlO7+6270ip5FYxdhb2lKREq++oR7Z7UNSFbsv5bUi0rndqkXwk6BAISfz6WzV9V31f/pVOYpdiftZk6XOXKHvRVLK0pjd9JunO26AhCfWYSPUzsIX2rkyFomi5AQ/H/43thhqDcIVzwIx0/C4Mdg5Mttb4bUzBpOrVD3Sd/w7RVbNYpmpOet6sc/bI1KY0d0Oi9O7IRzNbViYnNi8bTxxNLEEjOdFNUUzYPsGRZXT6O5rKjHF9vOcDajkNeuC6u2p7CiKDy781k2xW1qqihFE/Gz8yM6OxqAUE/bSxWlffvBkCfBzMqI0TVzf94N29QWSAWlFZzNKKRLDUukI7Miufuvu/k9+nfyyvKuOFa0bGdzz/LSnpco0yUBEJ9VpLbTKcm57IakaGG2vg7Hf4Xh/2mbiTCoNwHuWKfumV40BnZ/pC6dFi1KWYWB11ZHEOhqzewBVbcCLNeX8/CWh3lkyyNNHJ0QVybJsLg6ecmw7D61HQwQk1bAF9vOMLmbF0M7uFb7sjVn17Amdg0ZxRlNFaloIh0cO5BXlkdqUSohHnZEpeRjMCjgHAQjXwR7H2OH2DwVpEH++YuVpE+dz0NRrrxfOCorijl/zcHK1Ipvxn6DvbksL2zNLrRXKlZSMdVpLvUanjD/4rJa0QL1v19dYTXsqbaZCF/g1w/u2wEdr4XN8yDztLEjEleScgI+7AJxey8+9P3ec8RmFPLihE6Y6qpOLX6O/Jn4/Hhu7XRrlc8LYSySDIurk3YSjv0CpfkoisILy05gYarlPxOr7ymcW5rLu3+/S1eXrkzvML0JgxVNoaOT2mIrOjuaTp52FJXp1RksgNL8SwXXxOUqbyhdSIYvFM/q7F31MukLibCFzoJFYxZdTJRE6+Vu5Y6J1oTzBUn4OFZWlHbvDH3uuqxmg2gByopg+7tq73UbN+g529gRNQ+WjjDje7h3e2UlbSA92rgxiaolHYKcePX/L2oHkY82n2ZYB1eGh7hV+ZLM4ky+PPYlg70HM8RnSFNGK0SNJBkWV+fCm5RLR3bHZLL/bBZPjwvBzdai2pd8cOgDcktzeWnAS+i0VS+jFi1XsIO6ZzUqK+qyIlqA2lfyh6nGCq15Sz6qfvZQ94OGJ+Xibmde7c/S2byzWJlY8e3Yb/G1k0S4LdBpdXjbeJOQn4CfkxVxWYXqE6mn1OJDomUozYefpqvLo+P2GDua5kejUW/yAERvgM/6wqZX1BsHovlIOgwWDhdrXHy35xxFZXpevMJkyKdHP6WkooSn+jzVREEKUXuSDIurkx6p3sm1duHkeXUma1JXr2qHR2dH8+fpP5ndafbFGUTRutiY2fB4r8fp49GHYHcbtBouL6KVlwRFWcYNsjk6fxScgsBCvYEQfj63yv7CpfpSAMYFjGPFdSskEW5jfGx9LvYajsssQlEU+H4y7PrA2KGJ2ijOUW8Ixu+F679W2wuJ6gUMUWfNd82Hb8dDdpyxIxIXnD8MXj0uLu3/+1w2nb3saO9W9SqVCkMFcXlxzAqZRaB9YFNGKkStSDIsrk5GtFpSX6MhJq0AFxtz7K1Mqx0e7BDMh8M/lJ7CrdwdYXfQ3a07FqY6Al1tLs0Me4Spn1NPGi+45urad9WLY6C4TE9MWgGd/2+/8JmcM0xYOoEdiTsAsDCpfgWGaJ1e7P8iX47+Ej8nK/JLKsgpKleLaGWfM3ZooiZFWeqNi/NHYcZ30OUGY0fU/JlZweSP4YZF6habL4dAxCpjRyXKitQVKd5q1W+DQeFEUi5dfaqvW2GiNeGbMd/wWK/HmipKIepEkmFxlTTgriY4MekFBLvZVDuyqLwIjUbDSL+RWJlKReHWrKi8iCNpRyjTlxHiYUtkSmUy7C7JcLXsvMC7JwCnkvMwKFxWSTo2J5a7NtyFXtHL/uA2zNvGGycLJ/ydrQHUIlpO7SBLeg03eznxkHcebvwFQicZO5oGVVqhp7hcT7lBaZwThF0P9+4Al/ZQVtg45xC1V16kztgHDQcgNqOAgtIKuvo4VDn8RPoJ0orS0Gg00kpJNFtShlJcnTvXAWqrpJi0Aq7r7l3lsIS8BG5ceyOvDnyVEX4jmjJCYQS7z+/m8W2P8+uEXwn1tGP18WTyS8qxtXEHKxdIPWHsEJuXlHCI3QY9bgZLx4tbDsIqi2fF5sZy54Y7Afhm7De0s29nrEiFkaUWprI0ZimdbK8BIC6zkO6O7eD4b1BRCiZV9/UURlSarxY48+oOjxxTe+q2QHkl5cRnFhGXWURcVuGlP2cWkpxXwlsJOei0Gk4eTWJKNdcC9eLUDu78C3SVl6wnl6tFttyq36MqGom1C0z68OKXxxLU96zuvg7/GlqqL+WpHU/hbOnMT9f+1EQBClF3kgyLeknLLyW/pIL2VcwMK4rCa/tfo8JQQWfnzkaITjS1jo7qfvCo7ChCPQcBEJmST58AJ3XJm73MbF4mZiNs+q+aDAMnEnNxtjbDw86C9KJ05myYg4LCt2O/lb1WbVx+WT6fH/2ceQN8AY1aUdqlHaCo+yldOxg7RPFP2efgu0kw4CHod2+zToQVRSG9oPSyJDcuS/1zfFYRWYVll413sTHDz8mKfoHO+DlZERRpQ1peKQ/8epRdpzN4ZUpnrMwa+PLyQiJcUQYbX4SCdBj/FvS8rW23pWpqeclqFenKIqjHE3OwMtMR5Prva8AfTv1AUkESLw94uamjFKJOWlQyrNFo3IE/FEUZotFoXgEuVKDwAL4Dvgf2AzGVj09XFCW96SNt5Y7/Dke+h5k/EpOmVnmsKhled3Yde87v4bm+z+Fu7d7UUQoj8LH1wdLEkujsaG7rOB6AyOQ8NRkOmWDk6Jqh80fBwV8tRgeEn88jzNsejUaDi6UL17W/jgmBEwh0kES4rfOxVft0pxYn4WYbpC6T7jMMbvoN7DyNHJ24TEaMmgiXF4FPH2NHA0CF3sD5nBLisgovJrnnMgqJz1L/XFSmvzhWqwEvB0v8na0Y29kDf2cr/J2s8HO2wt/ZGhvzyy8d4743x8XGnIeGt+ezbTEcjs/mkxt70smr6vZw9WJiBndtgmX3wKpH1JU1kz4CC+m13iQWTwCPLured+BYYi5h3vbotJffkEgvSmfh8YVc43sNA7wGGCNSIWqtxSTDGo3GETXhtQZQFOXlfzz3O2oi3A94XVGUL4wSZFuRdAgSD4GZLTFp8cC/k+Hc0lze+fsdOjt3ZmbHmcaIUhiBVqMl2DGYqKwoPOwssLc05VRyZUXp4hyI3Qp+A8FWbo4Aao/hyv7CJeV6TqfmMyLEFQCNRsPcnnONGZ1oRixMLHCzdKusKN1FnRm285REuLlJPQXfTwHFALevuVQ8sAkUV/Z2j8ssrPxcVDnDW0hSdjEV/9jXa2aixc9JTXIHBrng71yZ7DpZ4eNohZlJ3UrKaIAnx3ZkYJAzjyw5ynWf7+bFCaHc0t8fTUPP3Nq6wy3LYPeHsOU1tdXP/bul53ZjK86BrDPQ/SYAyioMnErO47YB/v8a+tHhjyg3lPNk7yebOEgh6q7FJMOAHpgJrPjngxqNpg+QpChKkkaj6Q+M12g0s4F9iqL8q3SdRqO5B7gHwM/Pr/Gjbo0yosAlGLRaYtIKsDU3wc328v1qe8/vJbcsly9GfSE9hduYDo4d+OvcXwCEev6jiFZOPPx+u1odNOx64wXYXBTnQPZZ6HkrAFEp+VQYFMK87EkvSmft2bWMCxgnqyrERRfaK/k5WbMrpnLRU+w20JmB/0CjxiZQf6a/mwRaE7h9tbqvtYHlFJVdSnIz1OXM8ZV7eVPzSi8ba2dhgr+zNWHe9kzo4qnO8Dpb4+9shbutBVptwy8vHtjehXWPDOHJ34/x4oqT7IrJ4O3ru+Jg1cDFk7RaGPI4BAyGOEmEm8T5I+rnyoKPUSn5lFUY/lU8y6AYALi106342/07URaiuWkxybCiKHlAVXcYHwEuzBKvA+YpipKv0WjWaDSaroqiHP+/4ywEFgL07t27kcoftnLp0RCg7geNSSsgyM3mX/8u49qNo7tbdzysPYwRoTCim0JuYnLQZBQUQj3tWPJ3AgaDgta1o3qRmHpSkmGAzBjQ6C7ODIdfLJ5lz9H03bx38D16ufeSZFhc5Gvry8HUg/RytuLPw6WUlOuxWP88OPhKMtwcWDrAmHng2w+cg+p1qMLSCtaFp3A2o4BzmZUJb2YheSUVl41zszUnwNmaIcGuly1lDnC2avgEtJZcbMxZdFsfvtl1lnc2RHLtRzv56MYe6naZhubbV/0ASDgAO96DKZ+q+1pFwzp/WP3s1QOAY4k5wL+LZ2k1Wl4b/JraC12IFqDFJMNV0Wg0DoCboihnKh/aoyjKhVujkUAwcLyq14qrVFoAeYngohZriUkvYFgH14tPlxvKicqKIswlTBLhNirYMfjin0M97CiqXLoX4GKt/r9JCTdidM2IT294PklNiIHwpDzsLU3xcbRk6blTmGhMLvu7FOL5fs9jYWLBqmPJACRkFRHs1A4yThs5sjbu3G4wVEDgsItLSOsjt6ic2d8e4FhllWYfR0v8nKzo5utFgLO1ury58rOlWfNceaXVarh7aCB92znx8C9HmLlgL4+N6sADw9v/a39pg8mJh7Pb4YtBMG0BBEkHiwaVdBicAi/WuDiemIOjlfqedcG+5H3Ym9kT6hza8MvjhWgkLToZBqYAa//x9QaNRnMjkAuMpXIGWDSgklwIHA5ePcgtLic9v/Sy/cLfn/yeDw9/yB+T/qCjU8MvERMtw1/n/sLRwpFQT/WmSURynpoMu3eGuL1Gjq4ZMb10ERGelEuYtx0ajYaIzAiCHIIw10m7HHHJhT7tfk7q57jMIoIdA+D0RjAY1KWjommd2QK/3ARuITBnS73/DTILSrn1mwPEpBXw+c09GdPJHRNdy/137ebrwJq5g3lhWTjvb4xmz5lMPpzVHXc7i4Y/WZcbwK0T/HEn/DANBj8Kw18AnWnDn6st6ncvFGVd/PJ4Yi5dfRwuJr3FFcW8uPtFnCyc+HXCr5IMixaj5f6GVY0Fdvzj61eArcA+4EtFUaKMElVrZu8Ns5dD+5HEpBUA0L6ypH5ifiJfHvuSEb4jJBFu4+Yfms+SqCUEu9ug1ajJMADuYerKgn+8obZZyx+Aoz8DaiGSqJR8wrztURSFiKwIQp2lh6a4XEZxBi/veZl8RW2YEJdVpPZg1ZdCfrKRo2uDotbBzzPBuT3c9Hu9E+G0vBJmLdzHmfQCvrqtN9d28WzRifAFthamfDSrO+/c0JWjCTmM/2gnWyPTGudk7p3g7i3Q6zbY9QEc+6VxztMWtRsKna8DoKisgujUfLr5XKrivfjkYlIKU3iq91OSCIsWpcX9llUU5Zp//PkmRVEO/+PrrYqihCiK0lVRlE+NEmBr9489IGcuJMNuNhd7Cms1Wp7r95yxohPNRAfHDkRnR2NhqiPQ1YaIlMqK0t1vgrlHwcLBmOEZX2m+mgjnJABwOi2fMr2BMC97MksyyS3NpZNzJyMHKZobnUbH0tNLOVcQga25CfGZheDYTn0y+6xxg2trTi6DJbeoN/huWwk2rjW/5gqScoqZsWAvSTnFfHdn38u2H7UGGo2GGb19WfXwINxszblj8d+8tvoUZRWGhj+ZmZXabmn2Cuiu9nCnQLps1kvmGYjdDnq1nWZ4Uh4GRZ35B0gpTOHb8G8Z7T+a3h69jRioEHXX4pJhYWS/3wY/TQfU/cJmJlp8nazYELeB3Um7ebjHw7JXWNDRqSNxeXGUVJQQ4mF7aWbYxk2dyWrryzlTwgHlUvGspEvFs1wsXdh30z6mBE0xYoCiOXIwd8DG1EatKO1spc4M+/aF+3aBt1yANqmYTWoP4dkrwKp+haHiM4uY8eVeMgvL+OGufvQPdG6gIJuf9m62LH9wELMH+PP1rrNc/8UezmUUNs7JAq8BrQ7yU+Hz/rDqUSgvbpxztXbHfoEfpl5Mho9XFs+6UEn6w8MfojfoeaL3E0YKUIir18avSEWdpZ4EE3UfY0xaAYEu1ui0GgrKCujl3osbQ240coCiOejg2AGDYuBMzhlCPe1IzC4mr0R9E+XIj3DkJ+MGaGzJx9TPXt0B9S67rbkJ/pV7QS1MLC7uDxXiAo1Gg6+tLwkFCfg7W6m9hs1twaMLmDbCHkzxb2VF6udJH8MtS8HCrl6Hi0krYPqCPRSVVfDL3f3p5e/YAEE2bxamOl6dEsaXt/QiPquICR/vZMXRpMY7oZUT9LgZDn0LC4dD9rnGO1drlXQY3ELVWXfgWGIuXvYWuNqaoygK/nb+3NvtXrxtvI0cqBB1J8mwqL2KMsg6Cy7qfuCYtIKLxbNu6HAD3479VnoKCwA6Oqr/R6Kzown1VPs/Rl1YKn38N/j7K2OF1jwkHwMbd7BVV1GEn8+lk5cdWq2Gjw9/zPcnvzdygKK58rH1ITE/ET8naxKyi9AbFAhfqv5cica17wv4YqA606jVXUwMrlZEch4zF+xFb4Bf7xlAmLd9zS9qRcaFebD2kSGEetrxyK9Heer3YxSVVdT8wrrSmcLoV9WbFznxsPP9hj9Ha6YoalulypZKoM4MX5gV1mg03N/tfu7peo+RAhSifiQZFrWXdQYUPbh2pKRcT0J2Ee3dbMgszqSkokQKJoiLfGx9WDdtHde1v45QT3XmJPLCUmmPLpAWAfpGuOhpKUwt1KrsQIXeQERy3sUL4eUxy4nMijRmdKIZa2ffDp1Gh5+TJeV6heTcYjjyA+z73NihtW4758P6Z9XfX5b1n709npjDjV/tw1SnZcm9/enoYdsAQbY83g6W/HpPfx4e0Z4/Dicy8ZNdnDqf1zgnaz9SbX91dmfjHL+1yj4Lxdng3VP9srCMuMwiuvqq71nH0o+RX5ZvzAiFqBdJhkXtpVcW53bpwJn0AhRFLZ71+v7Xmb5qunFjE82KVqPFx9YHjUaDh50FDlamnEqufLN0D4OKEsiKNW6QxjTxA7UPJnAmvZCScgNdvO1JL0onvThdimeJaj3c42FWXLeCAGdrQN1vimM7ddWOaHiKAlteh82vQJfpcMO3YGJWr0Meisvi5q/2Y2Nuwm/3DiDI1abmF7ViJjotT4zpyE9z+lFQUsF1n+/m+73nUP5RsLPB9LodBjyotiITtZNUWafWuxcAxytrXHT3caC4opjb1t3Gt+HfGis6IepNkmFRe3Ze0OMWcAm+1FbJzYYzOWdoZ9/OyMGJ5mZ/8n5e2/caACEetkSmXGiv1Fn9nHrCSJE1L5eKZ9kRkRUBIG2VRI18L/QavtBeqSRHnb0RDevAQtjxDvS4FaYuAJ1JvQ6350wGt35zABdbc367dwB+zi2vNoCiKGQWZ3I07Sirzqwir6xhZnIHBrmw7pEhDApy5qUVJ7n3h0PkFJU1yLEv6jAW+t4tRRzrInSS2q7KTb1JezwhB4AwH3uisqLQK3rCXMKMGKAQ9SO/DUTt+faFKZ+BmTVn0grQasDXyYz4vHgC7QONHZ1oZs7mnmVJ1BJSi1IJ9bQjKiUfg0EB146gM4fcRiyY0pwdXASf9buYuJxIysXKTEc7FxtOZZ5Cg4YQpxAjBymaq7yyPO7beB/huTsx1WmIuzAzDDI73Bi6TIdR/1ULZtWzJsa2qDTu+PZvfBwtWXJvf7wcLBsmxkagN+hJKkhiX/I+9ifvv/j4nRvupP/P/bnmt2u4dd2tPL/redKK1LZFBsVQ78TY2cacb27rw38mhLI1Ko1rP9rJ3+cauC99biIkHGjYY7ZmJubqrLDOFFCLZwW6WmNnYcqJDPWmdheXLsaMUIh6qd8tTtG25KeqrXE0GmLSC/BzsiK1+DwVSgWBDpIMi8t1dFKLaEVlRRHqEUhRmZ64rCLauVjDs/Ftt/pt0iEoTL/Ya/nk+Vw6edqh02pQFIVurt2wNrU2boyi2bI2sWZ/yn46OnXEx7EH8VmF0CNAfTIn/uK+PlEPBj0c+Ap636FWIh78WL0PueFkCg/9fJhgN1t+nNMPJ+v6LbVuCKX6UhLzE8kry6OHm1oc6Y39b7D3/F4SCxKpMKh1Hbq6dOWnCWoHgA6OHejg2AFfW9+LH2x6CYDFJxfzc8TPvD30bXq597rquLRaDXOGBNK3nRMP/3KEmQv28uioDjw4vD06bQPUJln3jNoZ45Gj9T9Wa2fQw6aXIex68OqBoigcS8xhcHsXAMIzwnGzcsPVqnX1xRZtiyTDonYMevioK/S9B8bMu1hJ+myOOhMhM8Pi/wU7BAMQlR3FAM/ugFpEq52LddtNhEGtJO3ZDTQaDAaFk+fzmNHbF4D7u9/P/d3vN3KAojnTaXV423irvYadBqkzw67d4JlzDVLYqc3Tl8Oy+yD8D7B2gS431PuQq46d59ElR+nibc93d/TF3sq0AQKtnbyyPJILki/enPwp4ic2xW0iIT+BtKI0FBTcLN3YPGMzAOY6c4IdgxnhN+Jisutv53/xeM/2ffZf54hDTVD7efbjz+g/uXPDndzX7T7u6XJPvTpMdPVxYPXDg/nP8nDmb4xmz5kMPprVA3e7er5/BAyGyNXqDLG9T/2O1dqlR8KeT8C9C3j1ICWvhPT8Urr6qMWzTmaelFlh0eJJMixqJydeLXrk3J4KvYGzGYUMD3Ej2NGdp3o/Jcmw+BcbMxu8bbyJzo5mdqgNWo3aSmR8F084twt2fQDTvlJnXtqKilK1kvbAUQDEZhRSVKans1f9epWKtuVCe6UQZysOx2WjaHVoJBGuv4pS+ONONVEa+XKDJMK/H0zgmT+P0zvAiUW398HGvGEvuxRFIaM4A2dLZ7QaLVvjt7Lu3DoS8hJIKEggtzQXrUbLwZsPYqozJac0B72ip59nP3xsffC19cXP1u/i8Z7o/cRVx9LZuTO/TfqNefvm8fnRzzmQfIC3hryFu7X7VR/T1sKUD2d2Z3B7F15acZLxH+3kveldGRFy9cckYLD6+dwu6Dbr6o/TFlwsnqWuODmWoNa46ObrAMDbQ96WTiKixZNkWNRORrT62bUj8VlFlOsV2rva4Gfny+zOs40bm2i2Qp1CKSwvxMJUR6CrDREXeg2Xl0DMJnWpWrshxg2yKaWeBEMFVM6UnzyvXlh08bFn7/m9vH3gbd6/5n2CHIKMGKRo7nxtfDmWdozRPpbkl1aQU1SOY9Sv6laWYU8ZO7yWqbwYltwKMRth3NvQ/756H/KHfXG8uDycIcEuLLy1N5ZmVzdLWm4oR4MGE60JJzNPsjZ2LQn5CSTkJ5BUkERxRTEbrt+Al40XCfkJHE8/jq+tL2P8x+Bn66cuZa70YPcHebD7g/X+3qpjbWrNm4PfZIDnAN468BaJBYn1SoZB7WM7vbcvPfwcefiXI9y5+CB3DW7H0+M6Ym5yFX+nbp3VbSrndkoyXJPzh8HcDpzU96TjiTmYaDV0qmyZ2NmlszGjE6JBSDIsaucfbZVizl6qJH0o9RA+Nj71frMTrdP717yPVqPW6QvxsOVoZRVKPCorT7a1ZNjEArrdePEue3hSLuYmWtq72rD41EnO5J6RvVeiRp2cOxGTE4OXo/oWHpdVhOO53epMlyTDVycnQd3PP/FDda9wPX29M5bX1kQwKtSNT2/qiYVp3ZK2Y+nH+OLYF8TlxpFcmMyisYvo6d6TuNw4fov6DR9bH3xsfRjgNQBfW1+sTNSq1LM7zzb6DWqNRsOU9lMY7jccOzM1adqWsI2BXgMx0139Xun2bjYse2Agb66N4JtdZzlwNotPbuxBgEsdayxoterssPQbrlnSIfDqcbH69vHEXDp62GJhqmNf8j6yS7IZFzBOZodFiybJsKidjCiwdgUrJ2LSYwAIdLVi9NL7uT74ep7p+4yRAxTN0YVEGCDU047Vx5PJKynHzsYdrFzaXnsl904w9cuLX55IyiXE0w4TnZZTmafwsfG5ePEoRHWmBk9lavBUolPVlRZxmYV0d2oHx5eoS31NzI0cYQtSXqLWMHDtAHOPgKVDvQ/56ZbTvPdXNBO6ePLBzO6YmdStcceB5AM8tOUhbM1s6eXWi/HtxuNiqRYsGhMwhvHtxreI5OPC77LY3FjmbplLiFMI7w5797I9yHVlYarjlSlhDGzvwtN/HGfCxzt5fWoXruvhXbcDjXwZzFpeW6smZdBDQToEjVC/NKjFsyZ29QLgl4hfOJN7hvHtxhszSiHqTVoridoJuwFGqhUjY9IK8LCzoFCfSXFFsfQYFtXKK8vjvk33sf7c+ovLqqJS8kGjUWeHU8KNHGETy08FRQHUC4uTSXl08Vb/XiIyI+jk3MmY0YkWxq+y13D8xfZKCmTHGTeolqQoC74dDzveU7+uZyKsKArvbojkvb+imdbDm49m1T0RVhSFjw5/hLeNN0smLuGdYe8wt+dc/OzUfb0mWpMWkQj/U6B9IB8O/5DzheeZsWoGq86sqvcxx3b2YN0jQ+jkZcejS47y5O/HKCytqP0BXDtI8ayaaHXw+Cm45jkAzmUWkl9SQbfK4lnhGeHSX1i0CpIMi9oJGg491aVXZyorScfmxgJSSVpUz8bUhiOpRziSeoQQT1tALaIFgN8AtVprZXLY6unL4cMw2PIaAAnZReSXVhDmZU9uaS6JBYmEOocaOUjRElQYKrhu+XX8HPUd7nbmxGUVgVPlTcls6TVcKwXp8N0kSA0H9/pf0CuKwrzVEXy29Qw39vXjvendMNHVPRHWaDR8NOIjFo1ddHE2uDUY4TeCPyb9QYhTCM/vep5X975a72N6OVjyy939mTsymD8PJzLp010X6zDUytGf4e+v6x1Hq6bRXFxpcjzxUvGstKI00orTCHOWZFi0fJIMi5qVFkD8figrRFGUi22VYnMqk2HpMSyqodVoCXYMJjo7Gg87CxysTIlIriyidc2zcMuf6pttW5AWAfoycFMT3hNJ6oVFmLc9JRUlTA6aTG/33saMULQQJloT8svyOZNzBn8n60szw6ZWUJxj7PCaP30ZLL4WMs/ATUug47h6Hc5gUHhheTiLdp/l9oEBvDE1DG0d++GuO7uOJ7Y/QbmhHBdLFxwtWl91cA9rD74Z+w33dbuPEKeQBjmmiU7L46M78NOcfhSWVjD18z18t+ccSm1uskaugd0fN0gcrdKmV2DdpVZaxxJzsDDVEuxmQ3iGuqpLZoZFayDJsKjZ+cOwaAwk7Cc5t4TCMj1BlTPDDuYOOFm0odY4os46OHYgKlstwBbiYXtpZritST6mfq6sJB2elIepTkMHd1vcrd15ffDrdHfrbrTwRMtyob2Sn7MVcVmF6iqL589Dt5nGDq15UwyQcgLyzqs34yr3Q16tCr2BJ/84xs/747n/miBentSpzsuYl8cs59mdz5JZnEm5vrxe8TR3JloTHuz+IDM6zgBg/bn1/BTxU+2S1ysYGOTC2rlDGNzehZdXnuSeHw6RU1R25RcFDIGcOLV1pPi3yNWQfe7il8cTcwnzssdEp+V09ml0Gt3F/tVCtGSSDIuaXawk3ZGYtMpK0q423BV2F+8Ne8+IgYmWoKNjR/LL8kkpTCHU046olHwMBgUMBlh4DWx909ghNo3kY2BmC07qSoqT59WqnGYmWnJLc+t9MSjaFl9bXxLyE/B3siI1r5SSCkPbWWVRHxot2PvCrcshYFC9DlWuN/DIkqMsPZzE46M78PTYjnVOhJdELuHF3S/Sz6MfX47+EivTtlXUaVvCNt468BZzt84lpySnXsdytjHnm9t68+LETmyLSmP8Rzs5cDar+hdc6GRwbne9ztsqleRBxumLnQ/K9QbCk3Lp6uMAwD1d72HjDRuxNLE0YpBCNAxJhkXNMqLVi3g7r0vJsJsNvna+9PPsZ+TgRHPX2aUzfTz6UFheSKiHHcXlenWPo1YLFWVw/oixQ2wayUfBsytotSiKwokk9S47wC1rb+HZnc9e+fVC/IOvrS/pxel4OKpv4/FZRbB/Ifx5t5EjawFs3MC3T70OUVqh5/4fD7PmeDLPXxvC3JHBdU6Ef438ldf2v8Ywn2F8MvKTNplYvDn4TZ7t+yy7k3Zzw6obOJhysF7H02g03DW4HUvvH4S5iZZZC/fy8ebT6A1V3Gx0DQVLJ7XfsLhc8lFAAS81GY5Ozae0wkA3X/U9S6PRSBtA0WpIMixqlh4JLsGg0RCTXoC9pSnmZqX8FvUbKYUpxo5ONHNhLmEsGruI9o7tCa2sKB15Yam0e2e1gE1bMOgRGPgwAEk5xeQUlRPmbU9BWQHn8s5JITpRJ11cuzAxcCLudurbeFxmEeTGw6kV6qoL8W+Hv4e0U+pS6XooLtMz57uDbIpI5dUpnblnaNBVHSfMJYzr2l/HB9d8gLmubbbD0mg03Bx6Mz9e+yMWJhbc9dddnMk5U+/jdvGxZ/XcIUzu5sX8jdHc/PU+UnJLLh+k1aqzw8XZ9T5fq5N0SP1cOTN8sXiWjwNJBUk8s+MZTmefNlZ0QjQoSYZFzdKjwVXdF3KheFZ0djTz9s0jJifGyMGJlsKgGAh2t0Gr+UdFaY8wyEtSW5y0dqGToKPajzE8Sf3+w7zticyKVJ+WStKiDgZ6DeTNIW8S5qn2V43LLFSLaOlLIT/ZyNE1U2d3QFmhulT6KhWUVnDH4gPsisngneu7MntAQJ1erygKf6f8DajJ8LxB8zDVmV51PK1FJ+dOLJm4hP8O+C9BDurNhTJ9DXt+a2BjbsIHM7vz3vRuHE/MZfxHO9gSmXr5oBu+hRt/qdd5WiVzW2g/GqzUmjDHE3OwtzTF39mKY2nHWHt2LXpFb+QghWgYJsYOQLQA078FMxtAbas0KtSd2Fz1Al5ms0RtvH3gbfan7Gfp5KUEutpw6kJFaffO6ufUk5f2b7VGGafVKr/ePUGrIzwpF51WQ4iHLb+fjgCQHsOizhRFwcYcbM1N1GXSYf9or2Tv3WRxZC/5jbzVq5vsfFct6RAlWVosrrK9bG5xOXd8e4Bjibl8OLM7U7rX7e9YURTe+fsdfoz4kQWjFzDQa+DVBdJKWZtaMzV4KgCRWZE8uPlBXur/EsN8h131MTUaDTf08qGHnwMP/3yEOxcf5MOZ3bmuR+W/nVbXEKG3Pn3mqB+VjiXk0tXHHo1GQ3hmOOY684s3LYRo6WRmWNTMfyB4diW7sIzMwjLau9lwNvcsliaWeFh7GDs60QLYmNlwJucMxRXFhHraEZlyYWa4G3SZDmbWxg2wsR1cpPY0rSySFX4+l2A3GyxMdURkRuBq6dqqeoqKpjHmzzG8e/Bd/Jyt1GTYsTIZzmraXsN5q1dTEhnZpOesM0UP5cVY+LliN3FinV+eVVjGzV/v40RSLp/d1LPOibBBMTBv3zx+jPiRm0NvZoDngDrH0JZYmljibOHMQ1se4u0Db9d7ljjI1YalDwyknYs1y44kXf7kH3fBmifqdfxWxaC/+F4F6raAqNR8uvqo+4VPZpwkxCkEU62saBCtg8wMiytLPg6ZMRAykZj0S8Wzfok/Q4BdANp6LDcTbUdHx44YFANncs4Q4mHLqmPnySspx87GFa7/2tjhNb7zR8GjC+hMUBSF8KRcrunoBsDEwIn08ahfMR/RNjmaO5JQkIC/sxWRyflqlWTXUKPMdlmEhOD/w/dNft5ai98Pi1bDjZ9d3K5QW2n5Jdz69QHOZRaycHZvhlf+7NZWhaGCl/e8zMozK7kr7C4e6flInYtttTX+dv78eO2PfHDoA36M+JFDqYd4d9i7+Nv5X/UxLUx1DGrvzLLDSZTrDZjqKq9f9GUQ/RdMaKDgW7qYTbD0HrhjLbh35lRyLnqDQjcfByoMFZzKPMUNHW4wdpRCNBjJZMSVnfgdlt0LGu1llaRjc2MJdJAl0qJ2Ojh2ACAqK4pOlUW0olIql0orChRmGiu0xmcwQMpx8OwGQGpeKRkFZYR5qX8PA70HXlwaKERdXOw17GRNQnYReo0OHtwH3W8ydmjNj6ECfPtf/DmsreTcYmYt2Ed8VhHf3t6nzokwwKHUQ6w8s5IHuz8oiXAdmOnMeKbvM3w8/GPOF55nRcyKeh9zQKALhWV6wpNyLz0YMEQtPpcdV+/jtwpJh6E0DxzUGw/HEiqLZ/k6kFWSha+dL11duxozQiEalMwMiyvLiAbn9qAzISatAEtTHd4Olvw5+U9K9aXGjk60ED62PliZWBGdHc3tIdcCahGtPgFOsOU12PspPJcEulb4KykrFsoKwKs7wMWLsC4+9qQVpZFcmEwnp05SREfUma+tL1sTtuLrZU65XiE5txgfx7bVp7bWAgbBXRvq9JKErCJu+nof2YXl/HBXX3oHOF3Vqft59uP3Sb8T4hRyVa9v64b7DWepy1IcLRwBOJ19Gi8bL6xN6769pl+g+m+4LzaLHn7q8QgYrH4+twscr37mudVIOgSuIWCu1oo5npiDu5057nYWgAVLJy81bnxCNDCZGRZXlh4FLuqs3um0AgJdrdFqNdib2+NmVfc75KJt0mq0zO48m+5u3fGws8DBypSIC0W0nNtDRQlk1b+dRrOUfFT9XDkjFX4+F40GQj3t2BS3iVvW3kJmSSueGReNxtfWlwpDBbbWhQDEZxbBvi/gi8FGjqwZMtSt8m1segEzFuwlr7iCn+b0q3MiXFxRzNwtc9mfvB9AEuF6crNyw1RrSrm+nAc3P8jM1TM5lXmqzsdxsTEn2M2GfbH/+J3rFgpWzmoy3NYpCpw/fLG/MMCxxFy6+jj8j737jm+zPvf//7o1PGQNW96WHccjHrEzgATCLLNlj5ZCoaeb0tNxStvTfk/Xr+uUlk66TieUckpPC6V0QFtKmWUFEkKceMdO4iFvyZZtyUOW7t8fH1l2QoAM27ctX8/How/Fji1dPgdH9+f+fK73ZVxNQiwyWQyLVxeehJGO+Fil9thYpR19O/jRyz8iFA4ZXKBYST68+cNcUnIJmqZSlA8ZrwSJO2+44mJ491/VnXbUznBZth1bkoUmfxPuFDe5tlyDixQr0absTdy04SbWZqoj9x3+kDoO3L9XZqfOF56E29bAi784qi9v6Rvjup9tZ3omym/fv41NRenH9HLBcJAPPfohnux6kt6gjLlaSFazlVvPupWJ8AT/9rd/457Ge9DnhT0djW2lmew46Cccic2b1jQ49WYoOGkRKl5hRjoh5AOP+r9FYCLMgaEgm2LhWTc9chPffem7RlYoxIKTxbB4db420KOQVUFwagbvyATl2Xae9T7LnXvvlGOd4pjous5AaCCeKN3SN0YkqquTByYL9CXoYjjZro7hxX5f6r2jbPCoC4tGXyPVmdXSQyiOy7qMddxy8i3U5BZhNWt0+IxLlF7WBhpVq4L99U8z1XsDvO3nz2PS4N4PbGN9rLf/aI1Oj3LzP2/m5YGXue3s27i6/OrjLFq8mq15W7n/yvs5o+AMvrHjG3z08Y8e083508syCU1H2Du/b/jcT8NpNy9CtSuM2QpnfRzWngPA3u65fuGpyBQv9b2ESZYOIsHIf9Hi1eWsh1vqYN1F7B9Ux/Bmw7PWONdIrL44JnWDdVzw+wt4sfdFqvOdTIQjahyMJRmyKhNzZ1jX4clvqFR2YHBsir7RSWoKnExFpmgfaWe9W+YLi+M3Nj2Gf3KIogwbnf4gZKxVfzF80MiylpfeOvX4OuFZuzqHueEX27ElWbjvA6dTnuM4ppcZnx7npn/cRKOvkW+/4dtcWnrp8VYsXkdGSgY/PP+HfPrUT4MGKZaUo/7eU0tm+4YPa0+ZGofRVb6T7yyAC78E2ao9rq57BICNnnSa/c3M6DNsyNpgXH1CLAJZDItXZzKpC6sUF22Dqr9zdsZwqUuSpMWxKU8vB6BluIXqPLXbEj8qfdbH4eR3GlXa4hk+CE9+TQWSoPqFATZ4XOwb3kdEj7A+UxbD4vjd+Ncb+fqLX2dNpi22M7xW/cWw7AzH9dZBiiuejnskL+z38Y47XsCdlsS9H9jG2qxjD2eyWW3UZtXy/fO+z4XFF55IxeIoaJrG26vfzg/O+wEmzURfsI9f7PkFM9GZ1/y+LHsyFbl2tu/3z31S1+FHW+DRLy1u0ctdfwNMz+2y7+keYW2mDZfNSv2QumFdk1VjVHVCLApZDItXt/MuePk3ALQNjGM2aRSkJ9E11kWJq8Tg4sRKY0+y47F7aB1uZV2uHZMGzbOL4Y1vheorjC1wMcyGZ8WSpBtix/LWFzgpSy/jrjfdJTOGxQnxODyx8Uo2On0h9KQ0WH8VOD1Gl7Z8zI42e5V2hKf3DfKuu14kz5XCfR84/ZgTufuCfXjHvZg0E184/QucU3jOQlQtjtJsm8nfDvyNH7z8A2565Cb6gn2v+T3bSjPZeXjfcNGpKkTrGHuQE0Y0Ane+Ef75hfin6rrmwrMahhrISs2SjAuRcGQxLF7di7+ARjXXr21gnOJMG/7pAZLNyTJjWByXyoxKWvwtpFjNlGbbaZxNlI6EoeflxDui1lun+qFz1O5vvXeUkqw0HClWUi2pbMnbgivZZXCRYiUrshfRNdZFUUYqY1MzDIfCcN3/wqa3GV3a8lFzDWw68uzlRxv7ed+vdrI2M417P3B6bHzM0fOOe3n3w+/mY098jKgeXYhqxXF6b+17ufWsW2n0NXLtg9fyROcTr/q120pV3/Ce7sPmDY92r94Wg6F9qrfeo5KkB0Yn6RudjAfI1WTVcG3FtZJxIRKOLIbFkUVmVIBWrG+kbWCc8mw7RY4itt+4nYvXXmxwgWIlqnBX0DnWGQ/Rau6L7QyH/PDzc6HxT0aWt/B669TYDksyAHu9AWpj4Vm/a/4dLw+8bGR1IgEUOYoYD4+T5VKjgzp8Kt/hWEcJJbQz/gM23/CKT/91Ty//fs9LVOU7+N3N28iyJx/T0x4MHORdf38XY9NjfPH0L2LS5JLKaFeWXcl9l99HQVoBH33iozzY/uARv+60I/UNrz1bPa7WEUs9u9RjbKxS3Wx4VixJ+u3Vb+fDmz9sSGlCLCb5l1sc2UgHRKYgu4pwJEqHL0R5jhrArmkaFpPF4ALFSnRR8UV89cyvAlCV56B7eILRybBKebVlJV6Ilq8d8jcDMBycxjsyQW2Bk3AkzDd3fPM1dy6EOBpFjiIArCmq/7HTH4LtP4Vb82FmysjSloexPggOveLTD+zq5j9+u4vNRencc9NppNuSjulp9w3v490Pv5twNMwv3/RLarNqF6picYLWutZyz6X38KHNH+K8ovMAXjF+KdOeTGWu49DFcHaleh86+PRSlrt8eHdBkh2y1gGqX9hs0qgpcDE2PSbjNEXCksWwOLLBFvWYVUmHL8hMVKc8x86Pd/+Y21+63djaxIpVkVHBFWVXkGpJZX2+CtFq6RtT/Vp5tYk3Xumju+HirwPQ0KN2wWs9LtoD7YSjYQnPEiesJquGz5/2eTbnrwWg0xeC1Ax1M3O4w9jiloNnbofvbYTo3BHm/3uhk//8fR3bSjP53/edijPl2CcjfOel72DSTNz1pruodFcuZMViASSZk/jgpg9iT7IzFZniXQ+/i7+0/+WQr9lW6mbnweFD+4av+h8482NLX/By4H1JzVo2mQG1M7wux05qkpn7Wu7jjN+ewdj0mMFFCrHwZDEsjmysBzQTZFfQNjAOwLocB090PUHLcIvBxYmVrNnfTN1gHVX5amxJPFE6txYGm9UR/URhMkGy+jlnZ1rWFrho9DUCUJ1ZbVhpIjHk2HK4vup6Cp155DqT6fCHwB0LOJREadWqkLdB/S4Cdz17gM/+cS/nVmTzy3dvxZZ0fKecbjvrNu6++G7Jz1gBguEgZs3M5575HJ99+rPxHc5tpZlMhCPsiY0PAqDyYshdpTcpL/kmnPdZQO2k7+keYdNseJavgfy0fBxJxzZuTIiVQBbD4si23gSf7VVjlWKL4bVZKTJWSZywr27/Kre/dDt5zhTSbdZDF8Mzk+BvN7bAhbLzl/DQx+PJpPU9AYrcqbhsVhp9jdit9vgRVyFOxIHAAZp8TRS709TOcEZsMexf5YvhaFTN+I7NF+7yh/jyg41ctD6Xn71jCylW8zE93c6+nXziyU8wHZkmPSWdIqf8/q4E7hQ3d7zxDj606UM8tP8hfrbnZwCcVpoJcOiIpWgEGv4InduNKNVYRVuh+AxAtVuMhMLx8Kz6oXppBRAJSxbD4tVZVarmvoFxPOmpjIQHmIpMyWJYnJCKjApah1sBqM5z0jSbKF12Przzz+BKkAvM5r9B5wvxcS4N3gC1BSqI5EDgAFXuKgncEQviy89/mdtevE3NGvYHIS1L9f6t9p1hfzuEg/HF8O6uEQA+duE6kizH9rv3XM9zfPDRD9I20sbo9OhCVyoWmdlk5oObP8gpuafwfM/zALjTkqjKO6xvWDPB3/6fupm5mnTvhMa/xIP3ZsOzNha6GJoYojfYK4thkbDkSky8kq7D794OTSqFsW1gnLIcOwcC6sJKFsPiRFRmVDI2PUZfsI+qfActfWNEojo4cqH0XEg6thmfy5KuqxnDsYvw0ckwB32heJL0L974C7533veMq08klCKHGq9U7LbRPzrF5EwUtn0Iik4zujRj9dapx9jvYX1PgCSziXU5x3bU88muJ/nIYx+h2FnMXW+6i6zUrAUuVCyVC4svpDy9PD4GS80bHmZ6Zl7f8NqzVt+84Z13wUMfUzcDgD1dIyRbTFTmOWgYagCgJrPGwAKFWDyyGBavNNYLzQ/BWB/RqE77oBqrFI6GWetcK4thcUJmw2Zah1upzncyEY6oBFxQFyB77zewugUy1gfBwfhFeIN3LjwLwKSZZL6wWDBFjiIGJwbJy1Bv6Z3+EJz/Oah9s8GVGWzNNrjyRyolGGjsGaUiz35Mu8KPdTzGx5/4OJUZldz5pjvJTM1crGrFEnh79dv52tlfi5/K2VbqfmXf8NqzYNQL/v3GFGmEnl1qpFLsJFNd9wjrC5xYzSbWZazjv7b+lwQ+ioS1ohbDmqblapr2dOzPHk3TujVNezL2v+zY5+/UNO05TdM+b2y1K9hsknR2Jd6RCSbDUcpz7Fyw5gIevOZB0lPSDS1PrGzrMtTYhpbhFqrzVKJ0vG/4pbvhn18wqrSFc9iOVEPPbHiWk391/4svPfclxqfHjapOJJhCeyEAqanq96jDF1K7WqO9h6QorzquQjj5HWC2ous69fNaFY5WoaOQszxn8Ys3/kJuYCUIXdfjR91PLZntG17F84anxlV4pecUAGYiUeq9o/HwrAJ7Af+2/t+wWRPg1JYQR7BiFsOapmUAdwNpsU+dBtyq6/q5sf8Napr2ZsCs6/oZQIGmaeuMqndFG1L9nGRV0jaoLthnZwwLcaLSrGncffHdXF95Pety7Zg0aJ5dDOfVqjvyIf9rP8lyNzMJ7lKVYotKki5wpZBpT+a5nuf424G/kWpJNbhIkShmg9h0i5qn2+ELwku/gu9WqZM+q5GuQ929EOgGoCcwyXAoTI3n6Ba09UNqzFulu5IfXvBD7EnyHpgoPvWvT3HTP24C5vcNz3vPyVoHaTlzNzUTXW8d6FHwnAxA2+A4E+EIm4pc6LrOY52P4Zvwvc6TCLFyrZjFMBABrgdmkyu2AR/SNO15TdNmB9+eC9wX+/PjwFmHP4mmaTdrmrZT07Sdg4ODi1zyCjXYAikusOfQHkuSLstO45o/X8Nvmn5jcHEiEZycezKuZBcpVjOl2XYaZ0O0cmMBHf0NxhW3EGquho++DMnqArreG4hfhDf5mqhyV2E2HVuSrRCvpiy9jB+d/yPOLDwFR4pFHZPOKFZ/uVpDtEY64Y83w75HAPU7COp0xuu5p/EebvjrDfxt/98WtURhjLL0Mpr9zQSm1H8T20oz2dnhP7Rv+EPPw2XfMbDKJTS76C9Qi+E9XbPhWen0BHv42BMf47HOx4yqTohFt2IWw7quj+q6Hpj3qb8DZ+i6fjpQoWnaRtSusTf296NA7hGe5+e6rm/RdX1Ldnb2ote9IlmSYc0ZoGm0DYzjTktCN4/RNtJmdGUiQewP7OdndT9jYmaC6nznoeOVAPrrjStugQWnZtg/FKS2wEUkGqHJ30S1W+YLi4Vjs9p4Q9EbcKe6Kc60qWPSq3280uGtCt4AZpNGdf5rL4bv2HsH39jxDS5YcwEXFl+42FUKA2zN3YqOzq7+XYBaDE+Go9TN7xtOy4r3zya8bR9UN2/t6pq4rnsER7KFksw09g7tBaAmS8KzROJaMYvhI3hO1/XYdhLNwDpgHJg9e2hnZf98xrn463Dj7wCVJF2ebWf/iAqSkPAssRD2j+znR7t/RPtIO9X5DrwjE4xOhlWidFo2DDQaXeLxCw7Bd6riaeyNvaPoOmwodNIx1qFuAGTKYlgsrN0Du3mi8wnWuG1qZ9hVBCbL6t0Z7q0DzQw56iK+vmeU8mz7q84W1nWdH738I76/6/tcUnIJ33rDt0gyJy1lxWKJbMjeQLI5mR39OwA4rcSNpsH29nlHgafG4Q/vh/oHDKpyCWmaauuJqeseYUOhC5NJo2GoAavJSkV6hYEFCrG4VvJi8R+apuVrmmYD3gTUAy8xdzR6E3DQoNoSgq7rtA2qsUr7A7IYFgunMkOlu7b450K0mmePSt/8JFx2+6t85wrQs1v1aaZmAPOPZ7oYmRxhjWONpHKKBffrxl/znZe+wxp3Gt3DISKaWS2IV/POcHYVWFOA2VaFV98VbvY38/M9P+ea8mv4+llfx2qyLlWlYoklm5PZlL2JHX1qMZyRlkRVnpPtB+YthpPS4MBT0JLgR+VDfvjzh6F3DwCT4QjNvWNsKkoHYO/QXqrd1VjN8vsgEpfF6AJOwJeBJ4Bp4Ke6rrdomtYLPK1pWgFwCaqvWByL7p3wl4/C1T/G56xmJBRmXWwxnGZNI8eWY3SFIgF4HB5sFhstwy28t+oyAJr7Rjm1xK0SYFey3t3qMRaeVe8dJduRTI4zhRznyfz1zX81rjaRsIocRTze9ThFBcmEIzo9IxMUveG/wLZKRwH11kG5OuY8MDrJwNjUayZJV2dW87+X/C8bszfGx+6IxPWumncxOTMZ/3hbqZvfvtjJ1EyEZIv5lfOGE/XItHcXvHwPbLweUJMdZqI6mwpVW0+jr5Gry682tkYhFtmKWwzrun5u7PEJoOqwvxvVNO1c4CLgm4f1GIuj0d8AAw2Q4qJtYC5JOjVawhWlV6Al6huCWFImTc0ubB1uJdeZTLrNOtc3PNQG238MZ/wHuEuMLfR49NapI2cp6sK73htgw1Em2ApxvIocRcxEZ3CkBQHo8oco2nyDwVUZ6N+fgcgUAA09h875nhWJRrj1hVs5t+hczik8h805m5e6SmGQcwrPOeTjbaWZ3PXsQfZ0B9i61q0+ufZsqP+DmjecWWZAlUugZxegQf5mAPZ0z4VnmTQT919xv9wcEgkv4f4L13V9WNf1+3Rd7zO6lhVpqBUsKZC+5pDF8A1VN/C5bZ8zuDiRSCozKukc7QSgOs9J0+wx6ZkJ2HkneF8ysLoT0Ls7fmExMR1h38AYtQVOonqUK/90Jb9r/p2h5YnENDteSUtSRz07/CHV99j9EoQnjCzNGI5cSF8DzM35rs53xP86HA3zmWc+w+9bf0+jbwVnFIjj1uJviR+Vnu0bfr79CPOGD/zLgOqWiPclyKqAFNVCUNc9QpY9mXxXCpqmsca5hkLHCj+tJcTrSLjFsDhBgy2QuQ5MZtoGxklLMpPjsBKOho2uTCSYj5/ycR659hE0TaMq30FL3xiRqK7emE2WlTleKRqBystg3tHvqA41HhfdY90cCByQXkSxKGYXw6HoAFazphKl9z8Jd5y/sgPpjkfjn+HZ76vjrahWhZKsNBwp6ncvHAnzqac+xd8P/J1bTr6Ff9/070ZWKwzyrR3f4ps7vglAui3WN7x/3mI4s0wtiBO1X1bX1THp2HxhgLquETYVutA0jQfbH+TPbX82sEAhloYshsWhhlogW6UGtg2o8KxGfyOn3nMq23u3G1ycSCT2JDsWk+rUqM53MhGO0OELqtFeWZUrc7ySyQyX3AYbrgXmwrM2eFw0+tWCRMKzxGLITcvl/ivu58ryyynKsNHpD861GQwfNLS2JVd3L+z6dbzPs74nQE1svnA4EuaWJ27hsc7H+PSpn+amDTcZWakw0Na8rbT4W+Lzhk8vzeSljmGmZiLqCzQN3v0QnPRvBla5iCYDakfYcwoAY5Nh9g8F4+FZv2n6DX9p/4uBBQqxNGQxLOZEo2q+cOm5wNxYpfaRdmb0GfLT8o2tTySUqB7l1u238mD7g3OJ0n2xo9J5tdC3AhfDQR9E5k5R1HtHcaclke9KodHXiMVkoTy93MACRaIyaSYq3ZWkWlJZMztrOL1Y/eVqS5TurYvPFx4JTdM9PBHvF7aYLHjsHr5w+hd4e/XbjaxSGGxrnpo3vLN/J6BCtKZmotR1HRY3E43AzJQBFS6y1HT4j5dgq7ohtNcbQNdhY6GL6cg0LcMtMl9YrAqyGBZzTCZ488/g5HcyNhmmb3SSshx7/Ginx+4xukKRQEyaiWe8z/BU91Osy7VjNmlzIVq5teqo9HTQ2CKP1d8+CT+eC7Gf3ZHSNI0mXxPr0tfJiAqxaJ7xPsOvG39NsdtGpy+EnpQGaTmra9Zw0Aej3fHFcDw8K5YkrWkan9v2Od5a8VbDShTLQ21WLSnmFHb2qcXwqUfqGx7rg2+UwO7fGFTlEoidoJgfntU63MpMdIbazFojKxNiSchiWMyJhOM9Vu2DahFSHhurVOwsjh9pFWKhVLorafG3kGI1U5qVNheidcZ/wMf3qlmPK0nvbsipBmBqJkJr/1g8SXpT9iYuKbnEwOJEovtX97/48e4fU+S2MTY1w3AorI5K+w8aXdrS6atTj/kbgblWhZoCJ8/3PM+de+8kHJEMDAFJ5iQ25WzipX4V1phuS6L68L5hey4k2dSIpUTz+/fAP+aCUeu6Rihyp+JOS6J+SJ3Mqs2SxbBIfLIYFnOevA2+vQ4iM4ckSe8P7KfUVWpwcSIRVWRU0DnWycTMBFX5zrmd4ZU4wmsyoEZwxHakWvvGCUf0+PHMj5z0Ed5T+x4jKxQJrshRxHh4nCznDIDqwb/gC3DhFw2ubAkFvGBOgrzYYrhnFE96KhlpSTzS8Qi/rP+l3NgVcV88/Yv88k2/jH98elkmuzqHmQzP6xueP284UUSj0PYohEPxT+3pDrCxMB2AnmAPmSmZ0h4nVgVZDIs5Qy1qNqrZQtvAOFazRrHbxlsr3sqlJZcaXZ1IQJUZlUT1KO0j7VTnO/COTDA6Gdu1+fNH4NEvG1vgsejbqx5jY5X2xnakagtcBMNBSWQXi242Udqa4geg0x9SF/JFpxpZ1tI6+R3wGS/Y1KzYBm+AWo/KJGjyNVGdWY22Em+2iUVR5CjCnmSPf7ytNDPWNzwy90Vrz4LxfvC1LX2Bi8XXBlOj8fCsofEpvCMTbI4thj9xyid4+C0Py++KWBVkMSzmDLaqFF9UeNbazDQsZhPvqX0PFxRfYHBxIhFVuCvw2D2MTo3OhWjNHpUOdEP74wZWd4x6dqvH2M5wfU8AZ4qFIncqd+69kzN/e6YczxSLanYxHDYNAqgQrZBfjRoKDhlZ2tKyJAEwPjXD/qEgtQUuwtEwrcOtrHdLmrs41F31d/Hb5t8CcOpa1Te8fb9/7gtm5w0ffNqA6hZJzy71WKDGKu3pHgFUeNasFEvKUlclhCFkMSyUSBj87fGxSu2D45Tn2PFN+OgP9qMn0vEgsWwUOYp4+C0Pc4bnDKrzZxOlZ0O0amCgCSIzBlZ4DErfAG/6GthzgNkdKTWvscnfRKGjUMKzxKKaDTkcmuwn15msFsO+NrjvndC90+DqlsBkAO66NH4TbbbtosbjZP/IfsLRMNWZ1UZWKJah53qe4/7W+wFw2aysz3fy/P55N4/cpXDe58CzxaAKF4F3F1jTIFttgNR1BTBpUOtxUTdYx4ce/RCdo50GFynE0pDFsFD8ByA6A1mVTM2oea/rcuzc23Ivb/zDG5mOThtdoUhwuc5k0m3Wub7hvA0QmVI3aVaCvA1w+ocBCEeiNPWNUetxoes6jb5G2ZESiy7FksIzb3uG99W+j2J3mpo1nDE7a3gVJEr37YWOZ9UoHObCs2oLXHSPd2MxWahyVxlZoViGtuZtpXW4lZHJEUDNG97VOXJo3/Ab/l88lC0hZJbDSW8HkxmAuu4RynPspCVbeLn/ZZ72Pn3I8XEhEpkshoViTYUzb4HCrRwcChHVoSwWnuWxe0g2JxtdoUhQ97Xcx7V/uRaA6jwnjbPHpHNj8w1ne3GXs+kQ7HtU7UwB+/rHmZ6JUutxMRAawD/plx0psSRcyeo0QnzWcFoWJNlXx6zh3tkk6VirgneUbEcyOc4ULlhzAS/e+CLFzmIDCxTL0da8rQDxVOltpZlMz0TZPb9veGYKDjwNY/0GVLgITrsZLv0WALquHxKetXdoLx67B3eK28AChVg6shgWSnoRXPQVyCo/JEm6faRdkqTFotJ1nZbhFvqCfVTlO2jtGyMS1VX/etE2sKyAGzF9e+A3b4GO5wDVLwxQW+Ckyd8EQE1mjWHlidXjsc7H+Or2r1LstjEwNsVEOKp2h1fDznBvHTjy51oVegLUFjjjf201WzFpctkjDlWbWUuqJZUd/TsA2Foy2zc8b8RSoBvuvhyaHzSoygU0HVKL+5ju4Qn8wWk2FaUD0OBrkPcrsarIu4JQRjphWs0W3jcwhqZBcWYKHaMdshgWi6rSrXqWWoZbqM53MhFWx/SxJMH7/gHVVxhc4VGIh2dtBtTxTHuyhbWZaZS4Srjl5FuoyKgwrDyxerSPtHNvy73kZai3967hELjXrp6d4diu8GQ4wr6BcWo9LiLRCO9/5P081vGYwQWK5chqtnJ6/unMRFU+hSvVquZSt89bDLtLwVGQGPOG9/wOvl4Ioz3qw25183ZToQv/pB/vuFfmC4tVRYbtCeXed0BqBrzzT7QNjFOYkYpvqo9wNEyJq8To6kQCW5exDoDW4VbOyD8JgOa+MUqzY/1K0Ui8r2nZ6q2DtBxw5AFqMby+wInJpFHsLOamDTcZXKBYLWYTpVNS1QVuhy9ExQVfAlOC3/uORtWCZe1ZgPo3JBLVqSlw0THawfbe7VxRtgJurAlDfO+87x0yRmhbSSb/u72DyXCEFKt5bt7w/ifUvOGVPHLIu0u1TjjUDOE93SMkmU1U5TnxBjs4JfcUNudsNrZGIZZQgr87iqMSjcLQvniqYNvAOOXZdjJSMvj62V/ntPzTDC5QJLI0axqF9kJa/C2U59gxm7S5EK3dv4WvedR4mOVsdkdK04hEdRp7R6ktUCMqtvduJzAVMLhAsVrMLoaxqF2tDl8QssrVQjGRmUxww2/jIXbx8CyPk0Z/IwDVbunbF0c2uxCenZxxepnqG365c2Tui0rOhuAgDLUaUOEC6nkZCk6KL+h3d41Qne8gyWKixFXCry7+FSflnGRwkUIsHVkMCxj1QjgIWRVEojr7h4KU59hxJjm5vPRyCuwFRlcoEtzFJRezLmMdKVYzpVlpNM2GaNlzYGYC+uuNLfC1hCdgsBkKNgNqLNlkOEqtx8nQxBDvf+T9/Lntz8bWKFaNQnshAMPTvThSLHT6Q2rG8PM/hqE2g6tbRNHoIR829ARIt1nxpKfS7Gsm2Zwsp5zEq9J1nXf9/V18Y8c3ANiy1o3p8L7h2KmDFT1veDqkRhZ61HzhSFSn3huI9wtHYknsQqwmckxawFCLesyupHs4xPRMlPIcO7v6d2Gz2mQUhVh0t5x8S/zPVflOdnUMqw/yNqjHvnooOceAyo6COQk+8C9IUUE9sztSGzwumny7ASRJWiwZV7KLHFsOk5FJimcTpafG4B+fgWS72iVORA/doi7yb3oUUEnSNQXO+JzviowKLCa55BFHpmkayeZkXuh9AZjtG3YduhjOKIGbHov3pa9IfXtAj0CBWgzvHxwnOB1hY2E6uq5z8QMXc3X51Xx484cNLlSIpSM7wwIGY4vhrMpDkqS/vfPbfHvHtw0sTKwmkWiE6cg01fkOvCMTBCbCamc4LRv6G4wu79WZzJBXC+lrAHURnmI1UZptp9EnxzPF0tI0jUevfZSbN94cmzUcAlcRmCyJHaLVs1v1QaLmfLf0jcVbFbJSs9iWv83A4sRKcGr+qbSNtOGfVG0520rdvHz4vOHCLWC2GljlCXIWwIVfgqJTAaibF57VF+yjL9gnI5XEqiO3SQWUXQCXfRfSsmgb2K8+laVmDF9RKoEjRppsbqbjHe80uoyj4rz8cjKuv+64vrc/2M/lf7ycT5/6aarzzgagpW+MU0vckFsL/ct41vDe+9WCuOYaIBaele9Uvc/+JoqdxdhjF+lCLIXZ/sc1mTYeaewjopkxu4oSd7zSzLTaFY71C+/rH2c6EqXGoxbD3zjnG0ZWJ1aILblbANjZt5M3rn0jp5dl8ounD7Crc5gzyrLUF410wfafwNb3QWaZgdUep/Q1cNbH4x/WdY2QlmSmNNvO413bATVqSojVRHaGBeRUqX/YNY22gXGy7MlMMUwwHKQ0PcFDV5Yx5+WXk1K1Mo6oTzY3M/rQQ8f9/dm2bEyaKT5eCZgL0dp4fXyhuSw99wN46W4AolGdhp4AG2IX4U2+JtkVFkvukYOP8N5/vJeijGTCEZ2ekQlwlyTuzvBgE0TD8eOr8+d8zwYiCfF6arJq1LzhPjVveK5veF6Aox6B7f8D7Y8bVOUJ2v8kBOeOfu/pHqHW48Js0qgfqsdissTHHQqxWsjOsICWh1X4jyOPtsFxynPS2B9QO8QyY9g4Gddfd9w7rUvtRHevTZqJdRnraB1uJdeZTLrNSnNfbDG8+YYFqHCRzExBfyOc8READvqCBKcj8R2pH5z/A0ya3HMUS2tseowdfTu4ulDNju/0hyjKKFEjVRJRb516jC2GG7wB0pLMrM1M44cv/5DHOx/ngasekN9F8ZqsJivvq30fa5yq5cWZYqXWc1jfcHqxajs4+DSc+n6DKj1OE8Pwv1fBBV+As/+T6ZkoTb1jvOfMtQA0DDVQkVFBkjnJ2DqFWGLyzrDaBYfgt9dD/R/QdZ22gXHW5ThkMSyWXGVGJa1+NbKiOs9J42yiNKjRSsEhgyp7DQOH7kjtnR3nEutVrHRXxucoC7FUZscradbZ8UohuOD/g/9sNrKsxeMugy3vVQFHQH3PKDUFLkwmjUZfIxaTRRbC4qh8YNMHuKTkkvjH20oz2X143/Das+DgM2re8ErS87J6jIVnNfeNMh2JsrEwHYALii/guoqVcQNeiIUk7w6r3bzwrMGxKcYmZyjPsXN56eX88k2/JCs1y9j6xKpRkVHBWHiMvmAf1flOWvvGiER1iITh2xXw/I+MLvGVDt+R6hklyWJiXa6d53ue589tf5ZjmmLJzS6GQ9EBrGaNDn8QUjPAmmpwZYtk7Zlw+e1gMqk53z2j1HjUEekmf5OkuYtj0h/sp3e8F1AhWtOR6NyEA1CL4ZBPjdRbSbwvqccCNUN4NjxrY6G6eXtD1Q28peIthpQmhJFkMbzaxccqVbBvXpK0K9nF1ryt8SAWIRbb1rytfHjzh7GarVTlO5gIR+jwBVVyZ1bF8kyU9rdDsmtuR8oboDrPgdVs4v7W+/lJ3U/kd0gsuRxbDlaTFW+wi6IMG52+kDoi+Y/PQcfzRpe3sKIR8LXH5wwfGBpnIhyhtsBFf6gf/6Rf+vbFUZuJznDln67kzvo7Adj6avOGbVkQ6DaoyuPkfRkyyyE1HVDhWe60JAozUukP9jM0sQxPXwmxBGQxvNoNtoLVBs7CQ8Yq3d1wNw2+Zbj4EAmrNL2Uf9/072SlZrE+HqIVOyqdV6tmDS83F30FPr4XNA1d16n3BuL9wk3+JtZnrje4QLEamU1mTss/DYfVwZpMmxqvZLKq0xUdzxpd3sIa2gc/PBnq7wfUaDOAWo+LJl8TgPweiqNmMVk4KfckdvbtBMCRYmWDx3VoiFZ6MXyqDdZdZFCVx6lnV/yINKjwrI2FLjRN45f1v+TSBy4lEo0YWKAQxpDF8Go31AJZ68Bkom1gHEeyheSkSb6989vs6N1hdHVilRmZHKFtuI3yHDtmkzYXopVbA2M9qnd4uUlRi98u/wSjkzNs8LgYnR6la6xLLsKFYX5y4U94/8b3U+xWO8N6Uhqk5STeeKXZVoW8jYA6nZFsMVGWnUa2LZtryq+hIqPCwALFSrM1dyvtgXZ8E2o3eFtpJi93DTMxPa9veKWd+NF1eMcf4ez/BCA4NUPbwDibYv3C9b56qt3VmE1mA4sUwhiyGF7tLv02XP49ANoGxinLsXNgVF0syVglsdS++NwX+fiTHyfFaqY0K21uvFJubO5h/zLaHR5shfveBQOqb2xunIuLZp/6nBzPFEZbk5nG2NQMw6FwbLzSQaNLWli9dWBJVTd1UX37VflOLGYTtVm1fOXMr2Cz2gwuUqwkW/O2ArCzX+0ObyvNJBzR2dU5r2+4czt8f7OaJrASaBrkVKtRmqibRlEdNhW5CEfCNPuaqc2S+cJidZLF8GqXWQYedWxGjVWys39EJUmXuEqMrEysQpXuSjrHOpmYmaAq3zl3TLrgJLjyh6p3eLno3gGNf4JYSu1ebwCrWaMiz057oB1AgnuEYf7Z8U8u/sPFZDrCAKr/PqMkMXeG82rBZFatCj0BagtUm0XXWBdRPWpwgWKlqc6sxmaxzZs3nIHZpB3aN+zIV79LB58xqMpj1Pw32P3b+Id74uFZ6ewb2cd0dJoNWRuMqk4IQ8lieDUb7oAXfwHjgwQmwgyOTanFcGA/yeZkCtIKjK5QrDKVGZVE9SjtI+1U5zvwjkwQmAiDzQ0nvxMceUaXOKd3NyTZVSAJ6k57Ra6DZIuZG6pu4Knrn8Kd4ja2RrFqWU1WvONerCmqtaDTH1I7w5FpldCeCKJR6NsTT3Pv8k8wNjlDrceFb8LHpQ9cyj2N9xhcpFhprCYrt593OzdtuAlQfcOvmDecUQyuNWre8Erw4s9h+//EP9zdPYInPZUsezL1Q+rEVU1WjVHVCWEoWQyvZp3Pw98+CRP+ufCsbDudo52sda6V3hGx5GZ7+1r8LVTHQrRa+mK7w/4D0PoPo0p7pd46yNsAJhO6rtPQMxqfLwzIQlgYana8Utg0CMRmDZ/z/1Twj9lqZGkLR4/CVf8Dm98OHNaq4FetClXuKsPKEyvXGQVnkJc2d/N1W6mb3V0jc33DACVnq0C66DI/faDrasbwYeFZm4rU+9U5hefwtbO+RqG90KgKhTCULIZXs8EWMFnAXUr7vCTp7533PX520c8MLk6sRh6HB5vFRstwC9V5s4nSsb7hHXfAve+AyIyBFcZEI9C3N74j1ROYxB+cptbjJBQO8Z9P/icvD7xscJFiNfPYPQD0hbzkOVPUYtiUYG/5ZgusvzLe6lPvDWAxqVaFJr9Kkq7KlMWwOHZTkSnubb6X3QO7gbm+4ZeOOG+4yZgij5Z/P0yOxH9P/MFpuvwTbIyFZ+Wl5XFF2RUyBlCsWgn2ziiOyWALuMvAbKVtcJwki4kitw2zyUxmaqbR1YlVyKSZ+PrZX+f6yuvJdSaTYbPOLYbzNkBkCnxtxhYJ6gIouxIKVdBKvTe2I+VRO1KPdDzC2PSYkRWKVS7FkkKOLYeusa7YeKUghCdU6Fv9H4wub2F0boeuF+Mf1veMxlsVmnxNFNoLcSY5DSxQrFRmzcztu27nof0PAWre8Cv6hkvOgZP+TY0tW856YjdmYzvDe7pHANhY6GJiZoIH9j3AQGjAoOKEMJ4shlezoRbIVsdS2wbGKc1Ko2usg688/xU6RzsNLk6sVuevOZ+y9DI0TaMqz0nT7DHp3Fg/03JIlLbnwM1PwoZrAWjwBjCbNKrznfEdKUmSFka7eO3FVGRUUOy2qZ1hSwq0PQqdLxhd2sJ48jbV6gOqVcEboNYTO1Hib5IAO3HcLCYLJ+ecHA/RsidbYvOG5y2GXYXqmH72Mgp2PBJfm0pcz1G/D3VdATQNNsRmcX/xuS/S6FshqdhCLAKL0QUIg8xMw/BBWH81oBbDGwtdNPga+H3r77mh6gZDyxOrl3/Sz7PeZznLcxbV+U7+78UOIlEdc1alugPfXx9fhC4Xe70ByrPtpFjNNPoayU7NJtuWbXRZ4ggmm5vpeMc7jS7jqDgvv5yM66877u//1NZPAfCj/n0MjE0xEY6SmiiJ0rqu+varLwegb3QSX3CaWo/qg/zPU/4TZ7LsCovjtzVvK0+/9DRDE0NkpWaxrTSTO5/ZT2h6BltS7PJZ19Upu6yK5duGcO6nYdsH41kBe7pHKM1Kw5Fipb5d3VyWsUpiNVumv7li0VmS4L8OwukfZjIcoWs4FE+SNmkmip3FRlcoVqnO0U4++8xnqRusoyrfwWQ4qsbCWJLU0eT+BqNLhN9cBw99PP5hfc9o/CK80dcoO1LLlPPyy0mpWhk9pJPNzYw+9NAJP08kGsGTkQLMJkqvVWF0K12gGyb88b79eq9qp6iJjVW6oPiC+LxYIY5HfN5w3+y8Yfcr+4b3/h5+fBoMLPOd1RT1/qTrOnXdATYVpQNQP1RPXloeWalZBhYnhLFkZ3g1S3YA0N4TQNdVeNZjvv0UOYpIMicZXJxYrdZlrANUovSZ+ScB0NQ7Rmm2Ha75KdgMftOORqHjOdh0PQADo5MMjk1R63ESiUawWWxszNpobI3iiDKuv+6EdlqX0kLsXj/V9RQff/LjfHnLL9Rz+oJUZqxVqezRCKzkiQF9e9Rj/mYAGnrU0c/qfCdNviYmZiY4KeckCQUSx63KXYXD6uDAqLp5tGVe3/DZ62Inf9ZsU48Hn1HzrpebwRZ47Ctw/uchp5rewCRD41NsioVn1fvqqc1chnULsYRkZ3i1avij+gdS1+fGKsV2hktcJQYXJ1azNGsahfZCWodbKc+xYzZpNPfNC9Fy5htboH8/TI/FL8L3zgvPMpvM/Oay3/CBTR8wsEAhlMzUTMLRMLp5CIjtDOfUqN7ByYDB1Z2g3jrQzPEsgXrvKGXZdmxJFu5uvJv/96//JwthcUIsJguPvvVRPrjpg4DqG95Y6GL7fv/cF6WvgfTi5TtvuOsFaH4oHvI1PzxrdHqUrrEumS8sVj1ZDK9WTQ+p4z2aRvvAOCYNijNTiepRytPLja5OrHKV7kpah1tJsZopzUqbS5QO+eHZ78OAgaMsenerx3nHMzUN1udLf6JYXmbnhg6H+3CkWNRiePMN8IF/gW2Fz8E+8xa4+QmwpgJqZ7g2dkS6ySfhWWJh2Ky2Qz7eVppJXdcIoel5I/7WLuN5w96X1BFpdykAu7vU+LHqfCfOJCdPXf8U165bXhkcQiw1WQyvVkMtkFUJQNvgOGvcNlKtVh685kE+etJHDS5OrHaVGZV0jHYQCofUscfeWKJ0JAz//AK0P2Fccb11YE6CbNV7Wt8ToDQrjbRkC9948Rvc8vgtxtUmxDyuZBcOq4OusS6KM2OJ0okiKS1+Q2pofIrewCS1HhehcIgDgQOS5i4WhG/Cx78/+u881vEYoBbDM9EjzBueGF6efcPeXVBwUjzca0/3CFX5DlKsqkXCneImPSXdwAKFMJ4shlejaBSG2lQYESpJujzHHv9rOVomjPbWyrfyz2v/Saollap8B96RCQITYXDkQlq2sSFaOeth600q0As1Y3g2PGtn/04mI5PG1SbEPJqmUegopHusm2J3mtoZ1nX45SXw9HeNLu/4BYfg0S+p9zGgoWc2PMtF63ArOroshsWCcCW7qBuo49meZwHYUpyB2aTxfPu8EUvrLoK3/R9krDWmyFcTnlDvlbH5wtGozt7uQLxf+I69d/DAvgcMLFCI5WFFLYY1TcvVNO3p2J/XaJr2pKZpj2ua9nNN8Wia1h37/JOapslskyMJdMLMBGRVMBOJcmAoSFmOnd+3/p6PPPYRZqIzr/8cQiyirNQsctNy0TR1nAugefaodG4t9O81rrjNN8DFXwfmdqQ2eFxMR6ZpG26Ti3CxrLx53Zs5f835rMm00T0cIqIDY71zAVQrUc/L8MztMN4PqBtSAOsL5s35lmPSYgFYTBZOzp2bN5wW7xuetxhOy4KqyyDZ/irPYpDgIBRshqLTADjgCzI2NRNfDP9f0//Ffy4hVrMVsxjWNC0DuBtIi33qA8AHdV0/HygCNgCnAbfqun5u7H+DxlS7zI31QbILsivp9IcIR3TKs+3s6t9Fy3ALFpOEjAvj/bb5t/yl/S9U58UWw32xo9J5tTDQDBEDbtqEJw4JHpq/I7VveB8z+gzrM9cvfV1CvIq3Vb2N6yqvo9htIxzR6RmZAHfJyh6vNNu3n7cBUP3CxZk2XKlWriq7insuvYdcW65x9YmEsjV3KwdHDzIYUpeUp5dmsqc7QHBq3nuQr13lWSynvuH0NfD+x6HyYmBeeFaRi/5gP4MTgzJfWAhW0GIYiADXA6MAuq5/Ttf12RSdTGAI2AZ8SNO05zVNu/1IT6Jp2s2apu3UNG3n4OAqXSuv2Qaf7oDCU1+RJF3qKjW4OCGUv+3/Gw/se4BcZzIZNutciFZuLegRGOlY+qL2PQK3rYG+emBuR6rG46TRr/rFZEdKLCe6rjMYGiQvXfUIdvpDkFECwyt5MVwH7jJIUTfK6r2j1BaoVgWb1cam7E3S7iMWzNb82Lzh/tl5w0foG+7eofIsBgxs4Tmcrh/yYV1XgFSrmfJsO/U+9R5WkylJ0kKsmMWwruujuq6/YhaEpmnXAw26rvcAfwfO0HX9dKBC07RXDPvUdf3nuq5v0XV9S3b2Kj5FrWlgMtE2qBbDJdk2DgQOyGJYLBuV7kpa/a0AVOU5aZrdGV5/NXy2BzLLlr6o3jowWSBLzUKu9wZYm2nDmWIlOzWbi4oviif4CrEc7Ozfyfm/P58xVH9thy+kdoYnAyqdfSXqrYuHZwUmwnT6Q6wvcDIdmeZ7L32PFn+LwQWKRFKVUcWZBWeSYk4B4JTiDCwmjefnH5UuPlM9HnzGgApfxc/OUb31MXXdI2zwuLCYTdQP1WPRLFS5q4yrT4hlYsUsho9E07RS4JPAx2Kfek7X9dgVM83AOiPqWvb+/BF4+juACs/Kc6YwEfEzMTMhM4bFslGRUcFYeIzeYC/V+U5a+kaJRHWwpoAl2ZiienarGa2x16/vCVATC886t+hcvnvud2VHSiwrszdnQtF+kswmOvxBtZCsvFQd+19ppoMwOQr56l53Y6xVodbjYt/IPu6sv5OOUQNOjYiEZTaZ+elFP+W8NecBr9I3nF6kArQOLJN5wxMjKhcgSXUWhiNRGntG2Vio3q9C4RA1WTWkWFIMLFKI5WHFNofGeoh/C7x33o7xPzRNuwEIAG8Cfm5UfcuWrkPTX6D2LQC0x5KkQzMhTs45mUp3pcEFCqFUZFQA0OJvoSq/nMlwlA5fkNJsOzz3I5jwwwVfWLqCdF3tSMX6r0ZC03T5J7jx1GIi0QihmRCOJMfS1SPEUcix5WA1WfGOd1PoPplOXwhKzlH/W4mS0uC/DkJkGlD9wgA1BU6e7HkKkFYFI0w2N9PxjncaXcZRcV5+ORnXX3fM3xcKhzBpJlIsKZxelslPn9pPcGqGtOTYpfTas6HpQdU3bDJ4r2m2rz6WJN3SN8bUTJSNRekAfOa0z6AfdoxaiNVqJe8MfxpYA/wwlhz9BuDLwBPAduCnuq7LWanDjQ+o43FZlei6Hh+rVJZext2X3M2m7E1GVygEAOsy1mE1WRkIDbA+ligdnzfctxd2/3ZpCxrtgdAQ5G8G5sKzNsR2pM747Rk83vn40tYkxOswm8x47B41a9h92KzhlXoxrGlzpzO8AfJdKWTZk2nyNeGwOqRVYYk5L7+clKqVcdx2srmZ0YceOubv2x/Yz5m/PZPHOufmDUeiOjsPmTd8NoRDy6Mf37tLPRacBMCebnXTaFNsZxhkjKYQs1bczrCu6+fGHv8L+K8jfMnK+BfZKEOx+wPZFfQGJglORyjLWWbjAIQA0qxpvPD2F7CarEyGI5hNGk29o1y2MR9ya2DP71TPo829NAVZU+Gy70CpOioXD88qcPJkjzoaJz33YjkqchTRNdZFbWYaOw4Oo+s62s/PVUeNr/yh0eUdm0e/rAL0LvoKAPU9o9TEwrOa/E1UZ1bLRf4Sy7j+uuPaaTXC8e5eFzuKSbWksqNvB5eVXhbvG96+38cbKmL5M+uvVP+zpi5gxcepZ5cKyou9P9Z1jZBus7LGbeORg4/w68Zfc/t5t5OVmmVwoUIYb8UthsUJGowthrMqaeuPJUln2/nAPz9Aji2H/z7zvw0sTohDWU1WAFKsZkqz0mjuiyVK58XGQfTXL91xT5sbtt4U/3CvN4AnPZWMtCQafY2kWdNY41yzNLUIcQzeVvU2QuEQXq+N8akZ/MFpMi0p4NtvdGnHrulByFbtPKHpGdoHx7l8Yz5RPUpfsI9LSy41uECRiMwmM6fknhJPlLYlWdhUlM7z7fP6hpfDInhWyRug8NT4h3XdI2wsTEfTNF4eeJlmfzPpyenG1SfEMiKL4dXGkqx6SJwFtO09CKixSo07GslPyze2NiEO86z3We6qv4sfnP8DqvOdc6MscmOL4b4lXAwffBZcHhWSgjomvSEWntXob6TKXYVJW8mdJyJRnVOofkcenegH1HilTHcJHPiXkWUdu6kx8LXBRrUL2dQ7iq5DbYELk2bisbc+xlRkyuAiRaLakreFJ7ufpD/YT25aLqeXZvKTp9oZn5rBPts33PQg7LgD/u0BMJmNK/bU98f/ODEdYd/AOBetV7O364fqqc6sxmKSJcByt1J68ZOrq8j77GeNLuO4yZXbanPyO+HmJ0DTaBscx5VqxWQZZ2RqRI54imVncmaSF/peoH2knap8B96RCQITYbDnQO4GiM4sXTH3vxee+DoAY5NhDgwFqfU4mYnO0OpvpdotoT1ieZqKTLF3cC8ZDhU6FZ81PNoD4UmDqzsGffWADnkqSbreO5ckDaoHUtJxxWLZmqfmDe/o3wHM6xs+OG9EWXgC9j+pTi0ZJeiDible5oaeAJGozsbCdGaiMzT7m2W+8AqwknrxVzq5LbSKzYZnHQiosIfSdFkMi+Wlwh1LlB5uoTpf7W41945yWmkmfHAJ5zmO9cF4HxRsBubCs2o8LiJ6hE9u+aQksYtlq3usmxv/diNfOf1WwKxCtLJLAB1GOuLHjpe93jr1GJsxXO8NkGVPIteZzN0Nd9M11sXnt33ewAJFIqvMqORTWz7Fpiz139/JxelYzRrb9/s5tzJHfdHsvOEDT8f/O11yL/xUjc/8rBesqezuGgFUeFb7SDuTkUlqs2qNqU0ctZXUi7/Syc7wajIZgG9XwJ7fA7GxStl29gdU35jsDIvlxmP3YLPYaB1upTpPJUo39429znctgiNchIM6nplsTub6quvZnLN56esS4ih47B4A+ia85DlT1GI4fxNsfb9xM7uPhyUJ1pwOjjxAhWetL3ChaRqPdz5Oi18GSIjFYzaZeWfNOylyFgGxvuHCdJ6fP2/Y5QF3KRxcwpu1h+vZBdlV8R7mPd0B8pwp5DhT0NE5t+hcNmZvNK4+IZYZWQyvJoOtMN4PSWkMB6fxBacpz7HjsXu4vPRy8tLyjK5QiEOYNBMVGRW0+FvIdSaTYbPS1BsL0ep4Dn60dS4UbjHNLobzNgBqZzjPmUK2Q41z6RrtWvwahDhOKZYUcmw5dI91sybTRqc/qHaDL/t2vAd+RdjyXnjvw6BpTM1E2Nc/Rm2Bk6gepdnfLPOFxaIbnx7nnx3/xD+pjkZvK82k3htgbDI890Vrz1bvT9HI0heo62qskuek+Kf2dI+wqUi1ElS5q/jh+T+kyFG09LUJsUzJYng1iY9VqqRtMJYknWPnTM+ZfP3sr0v4j1iWtuZtJSs1C03TqM53zi2Gk50w1KpmDi+23jrILIdkB6CSpGs9aqf6thdv47PPrNzgCLE6zI5XOmTWcCSsxpOtBLp+yFzk1r5xZqI6tR4XnaOdhGZC0rcvFl33eDefePITPNfzHACnlx1h3vC6i6D4DJgYWfoChw/ChB88pwAQCIU56AuxsTAdgGA4uPQ1CbHMyepnNRlsAXMSpBfTNjC3GA5MBQwuTIhX99GTP8p3zv0OAFV5Tlr6x4hEdciqAJN1aYJKLvkGvPnnwNw4l1qPS3akxIoRXwxn2hgYm2JiOgJ3XAh//IDRpR0d7y74Vjl0PA9Afc9cq0KTvwlAfg/FoqvIqMCZ5GRHnwrROnlNRqxveN5R6eor4MbfQVrm0hfYs0s9FpwMwB7vCACbCtOZnJnkrN+dxV31dy19XUIsY7IYXk2GWtXultlC28A4KVYT6WlRzvrdWfyq/ldGVyfEa9J1nep8B5PhKAd9QdU/mF0ZS5hdZK7C+J32+eNcZEdKrBQ3Vt3IbWffxprMNCCWKJ2+BvwHDK7sKPXuhtAQOAsA1bfvSLFQ5E4lqkdZl7GOMleZsTWKhGfSTJySe0p8MZyaZGZzUTrb588bnjVlQL5F4alw+e2Qsx6Aulh41oZCF83+ZmaiM6xxrln6uoRYxmQxvJoUnQq1bwFUknRZtp2OsYPqr6R/RCxT4WiYq/50FXfW30l1fixEqzd2kZFbs/g7w3318PyP40fe9nbHdqQ8Lhp9jQCsz1y/uDUIcYKqM6s5Lf80it02ADp8QXCXqDRpI3obj1XfHkhJVwt4VHhWbSw867LSy3jgygewmq3G1ihWha15W+ka66Iv2AeovuG9h/cNP34r3F6z9L9b6UWqt96SBEBdd4CSrDRcqVYafA0A1GZKkrQQ88lieDU5+z/hnE8Cc2OVZpOkS9JLjKxMiFdlNVkJR8M0+hopz7FjNmlzfcPlF0LZ+ar3cbHs+wf84zPxD+t7RsmyJ5PrTKbJ30SSKUnGkollb2Jmgkc7HsWUNATMzhpeC5FpGOs1trij0VunErA1jXAkSlPvKLUeJ7quo8/rJRZisc3OG3554GUATi/NJKrDzoPz+oazK9UEj749S1dYNAJ77oPRud/nPd0jbCpU4Vl7h/aSk5pDblru0tUkxAogi+HVIjwJM1MABKdm8I5MqLFKI/uxaBbZGRbLWkVGBfuG95FiNVOalUZzX2wxvPE6uPrHsJg7Qr11kFECqemAOp5Z63GiaRrvWP8Ofnzhj7GaZEdKLG9TM1N8/MmPs2voWZwpFhWilRG7Cbrcj0pHwtDfAPlqHEz74DjTM1FqPS56g72ce9+5PNX1lMFFitWiIqOCB69+kIvXXgzASWsySDKbDu0bXnuWelzKEUuDLfDA++GA+l3oH52kf3QqHp7VMNRATVbN0tUjxAohi+HVouWvcGseDLawf1ClCc7uDK9xrpGLebGsVWZU0jHaQSgciiVKz+vF0nWYXsSEzJ7d8fnCk+EI+wbGqS1Qd9pzbDmcln/a4r22EAvElezCYXXEQrTS6PCHILcWLvySOlq5nIVDcOrNUH4RAPVedTOspsBFk68J/6Qfd4rbyArFKmLSTKx1rUXTNGBe3/D8xbAjDzLXLe1i+LDwrNl+4U1FLnRd59017+baimuXrh4hVghZDK8Wg61q0ZC+hrZBtZAoz7FzVdlVvLf2vQYXJ8Rrq8ioQEenfaSdqnwH3pEJAqHY0egfbYG/fWpxXnhiWPVUxhbDzX0qybrW42IwNMg9jfcwEBpYnNcWYgFpmkaho1DNGnbb6PQFwZ4NZ318+c8aTnHBm26F0jcA6nRGqtVMSVYajf5GzJqZdRnrDC5SrCZtw2187pnPzesbdrPXG2D0kHnDZ6l5w5GZpSnKu0uNHMwsB6CuewSzSWN9vuqtf0vFWzin8JylqUWIFUQWw6vFUAtkFIM1lbaBccwmjeLMNC4ovoCryq8yujohXlNNVg1Xl19NiiVlLkRr9qi0q2jxQrSG9oFmgoLNgLoIB6j1ONk1sItv7PgGgxODi/PaQiyw2fFKazJtdA9PqBFlo70w0Gx0aa8t4I23+QA09oyyvsCp8gN8TZSml5JiSTGwQLHaRPQIf2n/SzxVelu8b3je3O7NN8Ibvwr6EoVo9exSN25N6tJ+T3eAylwHqUlm2obbOBBY5u0QQhhEFsOrxWALZFUCKjyrONPGZHScZn8z4cUMHxJiAeSl5fHfZ/436zLWsT62GI6HaOXVqov5xbj7XnQqfMYLxar/q94bIN1mxZOeSpOvCYvJwrp02ZESK0ORo4ie8R6KMpKZier0jEzAnz+8/GcN3/8e+PU1AESjOg09AWoLYv8O+JtktJlYcusy1uFKds3NGy6e7RuetxguOhVOeRdYkhe/oJkpNfnAo45I67rOnu4Am4pUS8+Pdv+IDz/24cWvQ4gVSBbDq0FkBnxtkF0BxJKks+1s79nOWx98K/tG9hlcoBCvT9d1hiaGyHEkk2Gz0tw3O16pFiJT6r/xxZBki4+pqO8JsMGjjpw1+ZtYl76OJHPS4ryuEAvsbVVv409X/+nQWcPuEhhexjtG0Qj07YW8DQAc9AUJTkeo8bgIR8NcWnIp5xWdZ3CRYrUxaSa25G7hxb4XAUixmtm85rC+YYDhDmh7dPELsiTDx/bAaR8EoMMXIjARjodn1Q/VU5slI5WEOBJZDK8G0TBc8AWovIxwJEqHL3TIWKW1zrXG1ifEUfjGjm9w5R+vBIiFaMV2hnNjb/CLcVT6Tx+CunsBmJ6J0tI3Rk2BCiNp9DVSnSk7UmLlyEvLo9hZTEmWA2AuUXoyACH/63y3QXxtKkAr1rdf36N+72sLXFhNVj619VNcWHyhkRWKVWpr3la84156xnsAdVS6/vC+4Wduh9+/Z2n6hp0F4MwHVL8wwMZCF0MTQ/SH+mW+sBCvQhbDq4E1Fc74Dyg+nQ5fkJmoHl8MF6QVYLPajK5QiNdV6iplLDxGb7CXqjwnLf0qzIqsCjVDO7tyYV9wchR2/wZGOgFo7R8jHNGp9TgZmhhidHpUjmeKFWU6Ms2vG39N72QTSWYTHf6g2hmG5bs73Bub0xpbDDd4AySZTazLtTM0McRUZOo1vlmIxbM1byslrpJ4bsS2UjdRHXYcmHdjqeRsmBpd/HnDO+6El+6Of1jXFSDZYqIi10H9kLpRLDvDQhyZLIZXg+EOGOkC1BFpUEnSBwIHKEkvMbIyIY5aRYY65t863Ep1voPJcJSDvqA6wnzBF+LHKBfM7E7zYeFZGzwusm3ZbL9xO1eWXbmwrynEIjJrZm5/6Xb+1f0khe5UOlfCrOHe3WBJiWde1PcEqMp3YDWb+O/n/5vrH7ze2PrEqlWRUcFfrv4Lm7LVjZqT12SQZDls3nDx7Lzhpxe3mBd/Ds1/jX+4p3uEWo8Lq9lE/VA9Js1ElbtqcWsQYoWSxfBq8ORtcIc6Rja7GF6bmcqBwAFKXaVGVibEUZtdDLf4W+YSpWfnDU+NQ/dLC/uCPbvVY/x4ZgBHioU1bnWSItWSKqcqxIpiNpnx2D1q1rDbpo5Ju0vhzXfAmtONLu/INrwVLv8emC3ouk69d5Sa2JzvJn9T/N8FIYwS1aOA6hs+qSj90BAtR646vbSY84anxlRIaiw8ayYSpb4nwMZC9Xvytqq38dMLfyrvV0K8ClkMrwZDLYeEZ3nSU7Elm/n+ed/n6vKrja1NiKNks9oochTROtxKeY5djVWZ7Rve+Uu44/yF7XvsrQNHPthzANjrHaWmwImmafzw5R/ym6bfLNxrCbFEZscrFWem0ekPoVuSYeNbweUxurQjK9gMm28AoHt4gsBEmFqPk5HJEXqDvdK3Lwz1VNdTnP27s/GOewHVN9zQEyAwcdi84c7tKgxuMfTWAToUqMXwvoFxJsNRNsXCs7JSszi9YJne7BJiGZDFcKLTdRhsjR8x2zcwTlmOHYvJwpmeM+WuulhRPrz5w1yz7hpSrGZKs9IOHa8EKnV2oViSoeQNAIQjUZp6R9ngUeFZf2j9A42+xoV7LSGWyOxiuCgjlfGpGfzBaehvWJrE22MV9EHLw6p/H2joUa0KNQUumvxNALIYFobKt+czOj3Kzr6dwNy84UP6hs/+T/iPl8BkXpwivLFTUbGd4bquEUCFZw2EBri74W4GQgOL89pCJABZDCe6sV6YHoPsSqJRnfZBNVapfqiep7qeQtd1oysU4qhdVnoZZ3lUD1Z1vvPQ8UqgLuoXypU/gDf/DFAnKqZnotR6XAxODOKb9LE+c/3CvZYQS6TQUUhoJkSWS6XbdvhD8NwP4S8fNbiyIzj4NPz2+vjYtIaeUcwmjao8x9xiWELshIHK08tJT06Pzxs+aU36K/uGXYXxE0aLIjgI7jJIywKgrlu19KzNTGNX/y6+vfPbDE0MLd7rC7HCyWI40Q22qMesCrwjE0yGo5Tn2Lmv5T6+8NwX0DTN2PqEOAbTkWl2D+xmaGKI6nwn3pEJAqGwutBIy1mc8UrMhWfVFLho8qmLcFkMi5XoLevewotvf5GaPDWCJR6iNdoD4UmDqztM3x4wWSBH/a7VewOsy7GTYjVzlucsPn/a53EluwwuUqxmJs3E1ryt7OxXO8MpVjMnr0ln+4HD5g3X3QtPfmNxinjjV+HDL8Y/3NM9wqbCdEwmjb1De0kyJbEuY93ivLYQCUAWw4kutxbecifkb6JtcC5Jen9gv4RniRWnP9TPO/7+Dp7sepKqfDUrtblv3lHphVoM77gTfnyGmr+K2pFKS1JHsxt9jWhoVGYs8CgnIZaAzWoj1ZJKYYYK01EhWiWADiMdxhZ3uN46yK4GawqgZgzPhmdVZFRwfZUkSQvjbcndgnfce1jf8OihfcNdL8BzP1i8ecNmCwCT4QgtfWPx8Kz6oXqqMquwmqyL87pCJABZDCc6ezZsuBZS02mPJUmXZafJYlisSB67B5vFRou/hfWxROl43/AbPg2XfnthXsi7C8b7IVm9xl5vgPUFTkwmjYgeYWP2RknmFCuSrut8d+d3edL7T/KcKWrW8HIcr6TrKtE9luY+MDrJ4NgUtR4noXCIp7qeIjAVMLZGIYAzPWfyntr3YNZUT/C20kx0HV6c3ze89iyYHlejwhbS/ifhV5erEZpAY+8oM1GdjYXpzERnaPI3UZsp84WFeC2yGE50LQ9Dn9otaxsYx52WhG4eY2x6jNJ0WQyLlcWkmajIqKB1uJUcRzIZNutc3/Ca06Do1IV5od46lWKraUSiOo3zdqQ+ctJHuOfSexbmdYRYYpqm8dcDf+Xp7qdZk2mjyz+7MwwML6PF8FgvhIYOGW0GUOtx0ehr5COPf4S6wTojKxQCgGJnMZ845RPkpeUBsLnoCH3Daxdp3nDndjW2yeYG5sKzNhW58I57mY5MU5sli2EhXosshhPdX/4Dtv8EUIvh8mw7+0f2A1DiKjGyMiGOS6W7kn3D+wAVohXfGZ6ZgoY/xW/+HLfwJAw2xS/CDwyNMxGOsMEjvYkiMcTHK83OGrZlwnv+DhuX0bFjey586AWouQaAeu8omhb7nfdL375YXmbzLHRdJ8Vq5pQ1GYcuhu05kF218POGvbvU8yartqE93QFyHMnkOVModhaz/cbtXFR80cK+phAJRhbDiSzkh+AAZFeg6zptg2qs0km5J/Gnq/7E5uzNRlcoxDGryKhgLDxGT7CHqjwnLf1jRKI6oMEfboK9vz+xFxhogOhMfDG81zu3I/V8z/O8+S9v5kBgGe2gCXGM5mYN2xgYm2IiHIXiM+K7S8uCyQw5VarVBxWeVZKVhj3ZQpOviezUbLJSswwuUgjlD/v+wDv+/o5D+oYbe0dVwOOs0nPVrOGFmuKh62qsUmykEkBd9wgbC9Pj4agplhRSLCkL83pCJChZDCeyoVb1mF2FLzjNSChMeY4dq8lKWXqZ9DyKFem8ovO4++K7yUrNojrfwWQ4ykFfECxJkF154uOVzMmw4TrwnAKoHakUq4my7DTqh+rZN7xPLsLFilbkKGJoYoi8dNXj2OkPQecLsOMOgyubZ8ed0PiX+IcNPaPUxloVmvxNMl9YLCtbc7cCxEcsbSt1q77hg/P6hi++Dd75J1ioKR6BLtVKUHASAKOTYfYPBtkUC8/67+f/mz+0/mFhXkuIBCaL4UQ2b6xSWyw8a12Ond82/5bHOh8zsDAhjl+2LZuTc08m2ZxM9eEhWrkLkCidVwtv+YWaDYnakarOd2Ixm2jyN7HGsQZHkuPEXkMIAxU5ishIzsCZNgFAhy8ILX+Fhz+jdq6Wg6e/C00PAuAPTuMdmaCmwMnEzAT7A/tlvrBYVsrSy8hIzoiPWNpUlE6yxcTz7fOOSs8ughdqZ3g6CGXnQ9FpAOztVqeYNhalMxWZ4oG2B+gc61yY1xIigcliOJENtYIlBdLXxBfD5Tl27thzB493Pm5wcUIcv2e9z/L3A3+nPMeO2aTR3BsL0cqtUcE7Qd9rP8FrGR+MX6xEo/ohO1KNvkbpUxQr3sVrL+Zfb/sXpxap2aOd/hBkrIXItPr9MVpwCEa7IX8jAA3zwrOSzck8cOUDXFtxrZEVCnEITdPYkreFHX074n3DJx/eNwzw54/A796+MC+aUw3v+GP896SuewSAjR4XLf4WZqIzbMjasDCvJUQCk8VwIjvnk/Def4DJTNvAOGlJZuypYQYmBiQ8S6xo97fez493/5gUq5my7LS5neG8WGpm/97je+KZafhuNTzxNQA6/CHGp2ao9TgJTAXwjnvleKZY8Wb7CdNtSThTLCpEazmNV+qNpUTH+vYbetTvd02BE5Nmoiy9LJ7cK8RysTVvK73B3njf8OllmTT1jTISmp77IkuyGocUCR/5SY7FzNQhH+7pClCcaSMjLYn6IXVCSpKkhXh9shhOZKkZajwMKkm6LMfOgVF1oSMzhsVKVuGuoGO0g1A4RFWec268UtE2+OhuWHvO8T3xYBNEwyq4B3VEGtSO1MTMBJeVXsbJOSe/1jMIsSJ86bkvcVf9XRRnptGx3MYrzS6G89SOV703QGFGKum2JB7a/xB/3f9XA4sT4sguKr6I/73kf8lNywVebd7w2RAOQs/LJ/Zi0Sh8ex08+Y34p/bEwrMAGnwNZKZkkmvLPbHXEWIVkMVwopoOwRNfhwE1guLwsUqyGBYrWUVGBTo6bSNtVOc78Y5MqNTOJJu6qDcd5z9t8R2pzYC6CE8ym1iX4yAvLY/bzr6NzTmbF+RnEMJITf4mXuh9gTWZNjp9QXAWgsmyPHaGA13q2HZqOnBoeNb/Nvwvf2r7k2GlCfFqslKzOCnnJKwmK6Bm/SZbTDw//6h08Znq8UTnDfv2wWQgnm0xMDZJT2AyHp6VYk7hTM+Z8VMgQohXJ4vhROXbB0/dBoMtjE2G6RudpCzHTl+wD6vJSqGj0OgKhThulRmVALQOt1KVr8KsmvpiR6Wb/wZP3nZ8T9yzG5Kd8SOj9T0BKvMcJFlMjE6Poi9U8IkQBps/a7h7eIIZTHDLHjjvc0aXBpffDh98HoCxyTAHhoLUepyEI2F1A0xaFcQy1eBr4Me7f4yu6yRbzJxSnMH2/fN2hu3ZkF194vOGvbvUY2ys0p6uWHhWbGf4/zv9/+PWs249sdcQYpWQxXCiGpwdq1RJ+2AQUOFZH9z8QZ552zNYTBYDixPixBTYC0izptE+0s76WKJ082zfcOfzKok2MnPsT9xbp45mmkzouk69d5Raj7rTfuNfb+Tzz35+oX4EIQxV5CiiZ7yHIncyM1Gd3sAkuDxgXibvDUlq9F/jbL+wx0V7oJ1wNMx6t4TYieWpfrCen9T9hO7xbgBOL82k+fC+4VNvgvKLTuyFenaBNQ2yKgB1RNqkQa3HKTdthThGshhOVEMtoJnBXXZIkjQg84XFimfSTPzl6r/wqa2fIseRTIbNSlM8UboWIlPqdMSxOvOjcMZHAOgeniAwEabW42RseoyO0Q6KncUL+FMIYZwiRxEz+gz2NHWztMMXUsE+f/+0sYV171Rpu7Hj2vWxxXBtgYsmn2r7kZ1hsVxtzTts3nCZ6ht+YX7f8Nab4PQPndgLeV9S84VNalZ4XXeAilwHtiQL/9v4v1z9p6uZnJk8sdcQYpWQxXCiGmxRvZOWJNoGxrGaNfJcZj7x5Cd4ofcFo6sT4oTl2HIwaSY0TaM630lz3+GJ0g3H/qTrr4LKS4C58KwNHhfN/mYAmW0qEkapq5QqdxUZ9igAHf4g9NXDCz+BkP91vnsRdW6H5ocgSd28bfAGyHUmk+1IpmusizRrGkWOIuPqE+I1lLhKcKe444vhjYUuUqyHzRsGmBgGX/vxv9BJ/wZb3gOAruux8Cx1iqlusI7JyCQplpTjf34hVhFZDCeqkQ7IUn2VbQPjrM1Mo3u8k392/JPhyWGDixPixO0b3scXnv0CfcE+qvOdtPSPEYnqkLkOTFboO8bxSkNt6m57VC0O6nsCWEwaFbkO2ZESCWdzzmZ+f8XvOb1oA0lmk5o1vBwSpXvrwOlRvZWo38OaWHjWR0/+KI+99TFMmly6iOVJ0zS25m2Nzxue6xs+bDH8q8vhr/95/C+05b2wQc3a7h6eYDgUnkuSHmqQkUpCHIMV9Y6iaVqupmlPx/5s1TTtIU3TntM07b2v9rlV6/1PwjU/AaB9cJzyHDsHAuoCR2YMi0QQDAf5Y9sfafI1UZXnYDIc5aAvCJYkyKmG0NCxPeGOX8CvrgBUv9Ve7yjrch2kWM00+hvJseWQlZq18D+IEAYymzQK3al0LpdZw7118fnCE9MR2gbGqS1wxv86zZpmVGVCHJWtuVuZikzhn1QnLFTf8BjDwXl9w8VnQtcLarb9sfIfgOEOiPUG7+4aAWBTYTq+CR89wR5qM2UxLMTRWjGLYU3TMoC7gdl3wv8Aduq6fgZwuaZpjlf53OpkMkGKi6mZCB2+IOU5dvYH9mPSTKx1rTW6OiFOWEWGCg5pGW6hOhai1TQbovX+J+Cq/zm2J+ytg7wNYDKj6zoN3gAbPOp5Lyu5jI9s/siC1S7EcvBf//ovvvTclyh221TPcMZa9RdG7QxPB2GoNT5fuLlvlKiuwrMOBg5yy+O30DrcakxtQhylN697M09d/xSZqZmAmjcMh/UNrz0LwqHjmzf89Lfh5+fGP9zTPUKSxURlnoMGn2oPkp1hIY7eilkMAxHgeiB2tcu5wH2xPz8HbHmVzx1C07SbNU3bqWnazsHBwcWs1zgdz8GfPwLjgxwcChHViS+GPXYPyeZkoysU4oTZrDaKHEW0DrdSnmPHbNJong3ROtZE3GgEevdAwWYA+kYn8QWn40nSZxeezTXrrlnA6oUw3nh4nPqheooz0+j0h9CtqeAogIkRYwoKDkLhFvU/5oVneVzsHdrL412PY1pRly1iNbKarYcc5d9YmE6K1XToUekTmTfs3aVGKsVmCNd1B1if7yTJYiIjOYMry65kfaYkrgtxtFbMu4qu66O6rgfmfSoN8Mb+PArkvsrnDn+en+u6vkXX9S3Z2dmLWbJxOp6Dl38N1pRDkqQtJovcLRQJpTKjktbhVlKsZsqy0+Z2hv374Z5rofMow+J87RAOxo9n7u1W/9TUFLgYDA1SP1RPOBpejB9BCMPMzhouykhlfGoGf3AaPrYX3mTQfNKMtXDTo7BOjZ1p8AbIsFkpcKXQ5G8i2ZwsJ5vEinB/6/28++F3o+s6SRYTW4rdhy6G0zIhp+bYF8PTQRhsBs8pAESiOvXeAJti4Vkbsjdw61m3ytQQIY7BilkMH8E4kBr7sx31sxzpc6vPUKsKIEl20DYwjqZBWbad286+jW+e802jqxNiwVS5qzBpJsLRMFV5zrnFcJID2v4J3p1H90S9deoxthiu7xnFpMH6fCePdDzCDX+9QYLnRMIptBcSmgmR5VI3ejr8IWPnDB82H7W+J0Ctx4WmaTT5mqjMqMRiWiZzkIV4DVE9ykv9L9E11gXAtlI3zX1j6obTrEu/BZcc4zVZbx3oUSg4GVABqaHpCBsL09F1He+4V+YMC3GMVvJi8SXgrNifNwEHX+Vzq89gS3wQ+76BMQozUkmxmg0uSoiFd/PGm/nL1X/BarJSne+kJzBJIBRWSbRpOUc/XqniTfCuB+MJ7A3eAOU5dlKTzDT6GslMySQ7NUFPkohVa3ZEkSVZ9TJ2+kLQ9ij85joITyx9Qb98U3zO8fRMlJa+MWoKXET1KM3+ZklzFyvG4fOGTy9TfcMvHpi3O7z2TMiuPLYn9u5Sjx61GK7rHgFgU5GL3mAvF//hYu7fd//xFy7EKrSSF8N3A1/WNO37wHrghVf53OoSjcLQvvg/sG0D45Rn23nO+xw3/vXG+F1KIRKBFuuZAqjKV3l5TfPnDR/teKUUJ5ScE98V2+sNUBsb59Lkb6I6s/qQ1xIiEZSml3Ju0bkUpNvRNFSIVsgP+/6h0mqX0syUGm1mVYe7WvvHCEd0aj1OxqbHKE0vZWP2xqWtSYjjtNa5lqzULF7sexGADZ50Uq1mtu8/bIb3nt9D6z+O/olr3wLX3wP2HPXt3SPYky2UZtnZO6Te79a7pV9YiGOx4hbDuq6fG3vsAC4CngUu1HU9cqTPGVaoUSaGwZELOdVEojr7h1SSdJO/ib1De0lPTje6QiEW1Cef+iT/s/t/WB9LlG6ePSqdW6t6qyIzr/0E0Sg89S3oqwdgYHSSgbEpaj0uJmcm2T+yX8JIREIqchTxw/N/yEm5G8hzptDhD86NV1rqROmBRojOQL5a8Db0qL792gIXrmQXv7n0N1xZduXS1iTEcdI0ja25W9nZt3Oub3htBs+3HzZv+NnvwfYfH/0TO/Oh+or4h3u6A2zwuDCZNBqGGrCarPFJC0KIo7PiFsPz6breo+v6ffODtY70uVUlLRM++jKc8m66h0NMz0TjSdLZqdk4klbvtCmRmAZCA7zY+yI5jmTcaUk0zSZKF26FotNgwv/aTzB8AJ74qtqVAhrmJdi2DrcS0SNyp10ktEg0whq3TR2Tdhs0a/jwvn3vKPZkC2vcEgQkVqbzi8/nDM8ZTEYmATViqaV/DN/41NwXrT1bBT0ezbzhiRF44ecQUDmxUzMRmnpH2VikTjHV++qpzKjEarYu9I8iREJb0Yth8drmJ0kfCByg1FVqcEVCLLyKjIr47NGqPAfNs8ek118J734ofpzsVR12Eb7XG0DTYH2Bk/L0cu58451syXvFlDYhEsInnvwE7/3HeynOtKkALVumCqBb6p3h3jpIdsV3put7AqwvcGIyadzy+C18/pnPL209Qpygi9dezH+f+d+kWtTR/9l5wy8ePm94ZiJ+M/Y1eXfC3z8FvjYAmnpVK8GmwnSiepRGXyM1WTUL/nMIkehkMZxoHv8q/OEmYG4xXJaldoZLXCVGVibEoqjIqGA8PE5PsIfqfCct/WNEovPSNF8vWbN3N5iskKN2f+u9AUqy0rAnW7BZbZyafyquZNfi/QBCGMhutdM51klxZhqDY1OEwhEo2grmpKUtxHMKnHYzaBqRqE5T7yi1BS50XeflgZcxmyQEUqw8uq4zNDEEwMZCV6xveP684TMADQ4+8/pP5n1ZPRZsBlS/8OzzRvQIXzrjS1xdfvWC1S7EaiEzChLNvH9Q2wbGybInk5Q0w7b8bZyce7KBhQmxOGb7o1r9rVTllTMZjnIg1ivP79+jgnlu+L9Xf4LeOshdDxZ18d/QM8opxRkA3NdyH5XuSjZlb1r0n0MIIxQ5ihiaGCLPpe6Nd/pDVL3jj0tfyEn/Fv/j/sFxJsNRaj1O+kP9DE8NU+2WJGmx8nz5+S/zdPfTPPrWR7GaVd/wISFaNrfKtxhqff0n69kFmesgRd2cresKkGVPwpOeiqZpXLz24kX6KYRIbLIznGjmjVVqGxynPCcNm9XG9877HpeUXGJwcUIsvIqMCrbkbiHJnET1bIjW7FFpc5K6gHgtvvb4EWl/cBrvyAS1HifTkWm+/uLXeaLzicUsXwhDzY5XSk5Vc7Q7faGlL2JqXKVYx9TPhmd5XDT6GgFkrJJYkWqyahiYGKBjVKWzH7Fv+L1/h7f84rWfSNfVUWrPKfFP7ekeYWNhOpqmsaNvBw2+oxwlKIQ4hCyGE0lwSIUFZVei67oaq5RjJ6pHja5MiEVjs9q46+K7ONNzJuU5dswmjabeeeOVxnoh6Hv1J7ilDt54K6COSIO6CG8baWMmOiMX4SKhzS6GoxZ1lLPTH4K2x+AnZ0Kge2mKaHoQvlmixgKiwrNSrCZKs9Jo8jdh0kySkCtWpK25sXnD/Wre8Gzf8Avz+4aTjyLYNDgI4wPx+cLjUzO0DY6zsVDtEt/+0u18e8e3F7ByIVYPWQwnksEW9ZhVyeDYFGOTM6zLcfC1F77GNX++xtjahFhk4WiYFKuZsuw0mmcTpXNjYSL99a/+jSazmjPM3I5UTYGLJl8TIDMbRWJb41zD9ZXXU+YuxJliUbOGTWb1O+NrX5oieuvAagO3Cnms9waozndiMZsoc5VxfeX18RAiIVaSYmcxOak57OhTi+GNhS5sSYf1DUcjqqVn+09f/YnsOfCZLth0AwB7uwPoOmwqTCccCdPsb6Y2q3YxfxQhEpYshhOJpkHxWZBTdUiSdPtIO2nWNIOLE2Lx3Nt8L9t+s41QOERVnnNuZzh3g3p8tcXwzrvgb5+Kh2zVewOscdtwpVpp8jfhsDoodBQuwU8ghDEcSQ4+v+3z1GTWUJyZphKlM9aqvxw+uDRF9NapvkmTmWhUp7FHhWcBXFxyMZ897bNLU4cQC0zTNLbkbYnPG1Z9w+5DF8MmM/j2QctfX/vJkh3xG7fzw7NaR1oJR8OSJC3EcZLFcCIpPgPe81dwFdI2OLcY3h/YL2OVRELLsmUxHZ2mbaSN6nwnPYFJAqEw2LPhlHer0JEjaX4IOp5TN5JQxzM3eNRFeNtIG9WZ1WixvxMiUc1EZxiaGGJNpo1OXxCchWCyLM14pWgU+vbE+/Y7/SHGpmao9TiZikwRmAosfg1CLKIbqm7gc9s+F29Z21bqprV/nKHD5w13vagCH4/ksa/Azl/GP9zTHaAwI5VMezL1g+pmb22m7AwLcTxkMZxI5o2Q2dc/jiPZQnLSJP5JvyyGRUKrzKgEoHW4lep81X/VNBuidcX3oeKNr/wmXYee3fGL8EAoTKc/RI1H3Xm/84138q03fGvRaxfCaJ99+rO86+/vothto3t4ghlMkL4G/EuwGPbvh+nx+O/h/FaFHX07OOt3Z/HywMuLX4cQi2RzzmYuWHNBfDxYvG94/+Hzhiehe+crnyAahR13qBMUMXXdI2wqTAeg3ldPRnIGHrtn0X4GIRKZLIYTyQ9Phn9+AVBjlcpy7BwYVRczpemyGBaJq8BeQJo1jRZ/SzxROn5UWtdhrE/1Zc032gOhIcjfDEDDbIJt7Him2WTGneJekvqFMJLH4aFnvIcidzIzUZ3ewCSsexNkli3+i9vccMUPoPQNgDqdYTVrrMu1x/v2y9PLF78OIRZRk6+JxzsfB2CDx0Xa4X3DrzVv2L8fJgPxJGnf+BTdwxPx8KxPn/pp7njTHXKKSYjjJIvhRDE1rv7BjKUSqrFKdlxJLm6sujG+cyZEIppNm20dbiXHkYw7LWkuRKv+D/CdylfOcZy9y37YjlStx8W/uv/Ffz//3wTDwaX6EYQwTJGjiBl9Bnua+u+9wxeCS26DC76w+C9uc8Mp71I70aibUhW5DpItZpr8TaxxrMGRdBRpu0IsY79q+BVfef4rr943nJoBG66FtMxXfvPseMAClSS9p1u9V22M7QynWdMkbV2IEyCL4UQxe6GfVUlgIszg2BTlOXZK00v5zGmfITct19j6hFhkb173Zt609k1omkZVnmPumHRObDRS32EhWjMTKigoT/VZ1XtH8aSn4k5L4hnvMzy0/yFJsBWrwux4Jc2qLs47/PNuAs1rv1kU7Y+rG7mArus0zAvPavQ1UuWuWtzXF2IJnJp3Kr5JX/y03rbSTPYNjDM4Nq9H+C13wNabXvnN3l1gSYVs9btQ1z2CpsGGQhetw6388OUfMjQxtBQ/hhAJSRbDiWJ2rFJ25VySdLadvmAf4WjYwMKEWBpXl1/NjdU3AlCd76Slb4xIVFfhWSbrKxOla9+iZgwnqaT1em+AmoLYEWtfE1XuKkya/BMpEt/sYjgY7SfJYqLTF1LHNW8rVhfii0XX1UiZZ74HQG9gEn9wmlqPk8BUAO+4V+Z8i4SwNU/NG97Zp3qCt5WqFpwXDvgO/cJIGKbGDv2cHlU9xWYLoHaGy7Pt2JMtPN/zPD/f83M05Ii0EMdLrvQSxVCLSv90l9I+b6zSux9+N5975nMGFyfE4tN1ncHQIL4JH1V5DqZmohwYCoIlSd1Rf41Zw2OTYfYPBdngcRGJRmgZbpGLcLFq5Nhy+NjJH2NzziaKMlLVMelUN0yOLG6idKBLvcZsq4I3Fp7lcWExWfjS6V/i3MJzF+/1hVgiRY4icmxz84Zrj9Q3PB2Cb5bC8/9z6Ddf+k34t/sB9T63p3skfkS6fqiegrQCMlOPcLxaCHFUZDGcKApOgm0fBLOVtsFxkiwmspwaPeM9lLhKjK5OiEU3MTPB+b8/n9+3/j4eotU8e1Q6rxb6G+a+eHwAvlsDzX8DoCnWX1zrcXFw9CATMxOsz1y/pPULYRSTZuJ9G95HpbvylbOGFzNROt63vxmA+p5RTBpU5zlJs6bxloq3UJ4h4Vli5dM0ja15W6kbrIv3DW8tcbN9fqJ0kk393h0pRCvGOzLB0Pg0m4pUK0H9UL3MFxbiBMliOFGsvwre+FVAJUmXZqXRNdaBji5jlcSqYLPaKHIU0TrcyrpcO2aTNpcofdK/wYVfmvvi3joY7YYUdUGxN74j5cQ/6cdj91Dtlp1hsXoMTQxRP1TPGreaNaxbU8Get7g7w711oJkhV914avAGKM+xk5pkZlf/Lg4GDi7eawuxxD655ZP8+eo/x1Oft5Vm0nZ433DJOWrecGwmMS/fAz89G0Jq0Tw/PGt4cpju8W5qs2S+sBAnQhbDiSAyA2P98aCTtgGVJL0/oEJJZDEsVovKjEpah1tJtpgpy06L7/iy9izY9La5L+zdrR7zNgDqIjzXmUyOI4WteVt5+C0Psy5j3dIWL4SB7th7B+/7x/soykglOB3BH5xWu1TDBxfvRXvrVAuDVQXV1fcE4uFZX3r+S3z3pe8u3msLscSyUrMOCWWcnTd8yFHptWdBZGqub7jrBdVOkJoBqPAsq1mjOt9B91g3adY0ajNlMSzEiZDFcCLw7YPvVED9H5gMR+gaDlGeY6d9pB2TZqLYWWx0hUIsiQp3BZ2jnYTCIarznTTPnzXc8zKEQ+rjnt2QWQ4p6jj1/ItwIVajIkcRoZkQma5pAHVUuvbNUH7B4r3oFT+Aa34KwMDYJP2jU6wvcBIKhzgYOCh9+yLh3N1wNz/e/WMAaguc2JMthy6G15wOmknNFQbwvqza4GK7yXu6AlTnO0m2mNmQvYHnbniOU3JPWeofQ4iEIovhRDCbJJ1Zzv7BILquwrPOX3M+nzvtcySZk4ytT4glUplRiY7OvpF9VOU56QlMMhKaVhcSv7kOAt3qC3v3xEN7QtMztA2MU+NxEdWjXP2nq7mv5T4Dfwohll6hvRAAa/IwgEqUPu0DcPZ/Lt6LOvMhfyMADT3qxlWtx0XLcAs6Ouvd0rcvEkuzv5l7W+5F13UsZhNb12YcNm84HS75ppq/rUdhoDE+Xzga1dnrDbCxcO7GrUkzYTaZl/inECKxyGI4EcRnDK9j34A6WlOeY6c2q5brKq8zsDAhltbmnM187ayvUeQoojrfAUBzX+y4WV4tTAcBHSreBJWXAio8K6rDBo+LztFO2gPtWE1Wg34CIYwxO15pWhtE01CJ0gBT4xCeXPgX7NkNz34fJkYAaIwthtcXOGn0NQLIzrBIOFvztuKf9Mfb2LaVZtI+GGRgbN7v2KnvhyQ7TI+DHgGPWgzvHxpnfGqGjYXp6LrO+x95P39q+5MBP4UQiUUWw4lgsAVcayApjfaBcUwaFLmTeM77HIGpgNHVCbFk3Clurii7AneKO54oHQ/Ryq2F8IT682Xfhg3XAtDQo35Haj1OmvxNgFyEi9XH4/CgodE34SXPmUKHP6hmDH/dA/ufWPgX3PcI/PMLENvVqvcGWJtpw5lipcnXhDvFTXZq9sK/rhAG2pqr5g3Pjlia6xuelyo9Mw0Tw+qx5hrwqGPQdV3qvWpTYTr9oX62924nNNv6I4Q4brIYTgRDLZBdAUDb4Dhr3Db6J3r4wKMf4KnupwwuToiltT+wn6e6niLHkYw7LYnm2RCt3Fp17GxyVIXOxeztDpCZlkSeM4UmXxNWk5UyV5lB1QthjGRzMt859ztcWnJpLFE6BOlr1F8uxnil3jrVt5+sTnDU9wSo8ajjnx875WP88PwfxlN3hUgUhY5C8tLy4ovhmiP1Dc9MqOPR4RC89VfgyANgT/cItiQz5Tl26ofqASRJWogFIIvhRHDmx2Dr+4G5JOkDI+riRZKkxWrzf03/x6ef/jQAVXkOmubPGgbo2ws/OSP+9fU9o9R6XGiaRqOvkYqMCqxmOSYtVp+Lii+i2FlMcaZNBWjZMiHJsTjjleb17QdCYbr8E/EQu6zULDZmb1z41xTCYJqmcW7huaRYUgCO3Dec4oKkNAgOHvK9dd0Baj0uzCaN+qF6LJqFSnflUpYvREKSxXAi2HAtVF7MTCTKgaEgZfPGKpW4SgwuToilVZFRwXh4nJ5gD9X5Tlr6xohEdciqUAtisxWy1QXEZDjCvv4xaj3qSPWG7A28ae2bjCxfCMN0jnby8MGHKc5MY3BsilA4Au61C78zHPJDoDO+GJ7fqtAx2sGv6n+Fb8L3Ws8gxIr1uW2f49azbo1/fHpZJvsHgwyMzusbTkpTbT1PfweA6ZkojT2jbIqFZ9X76lmXsY5kc/KS1i5EIpLF8EoX8Kq+rkiYTn+IcESnPFsthnNtuaRZ04yuUIglNXunvMXfQnW+k6kZdZMIs1WFkkTC8Yvwlr4xZqJ6fEfqlpNv4T217zGsdiGM9I+D/+BTT32KPJe6NOj0hyCjZOF3hn1tYLLEfw/rY4vhmgIXL/S+wHde+g4TMxML+5pCLDMzUdWuE+8bPjCvbzglXT1mVwHqvWo6EmVjofp8kaOIc4vOXaJKhUhsshhe6RoegF+cB1NjtA2MAypJen9gvxyRFqvSuvR1aGi0DrdSlaf6EeMhWuP96rFgMzB3EV7rcREKh+IXJ0KsRrOJ0sk2NV6pwxeCzTfCtg8t8AudCp/xQvGZANR7R/Gkp+JOS6LJ34QjyYHH7lnY1xRiGfngox/kv/71XwCsz3fiSLbwfPu80xBp2Wq+cNVlANR1jwCwuSgdgC+e/kU+tHmBfy+FWKVkMbzSDbaALQtsbtoG1WK4LMfOV874CreccovBxQmx9GxWG0WOIlqHW1mXa8ds0mie7RuOTKvHvNiOlHcUV6qVwoxU7th7B2f/7mzC0bBBlQthrNnFsG5WF+WdvhBUXgJb37fwL2ZNUac1UDel1hfE0t99Tax3r5fwLJHQ3CludvTtmJs3XOLmhf2HtQYkzZ3s29M9QoZNvVeFI/IeJcRCshhdgDhBgy3xYzRtA+PkOpNxplhxpkiogli9bj/vdrJTs0m2mCnLTqNpNlE6Yy048sGuRrbUewPUepzx8KxCR6HMGBarVqGjEAD/dC+u1Hw1Xikyo45J2zLB5l6YF3rgA1D6Bth8I8GpGQ4MBblqk4dwNMy+4X3cWH3jwryOEEcw2dxMxzveaWgNb54Y4qTRQVr+fB2pllRuDkzS4Quyb9cdJJlNTDY3k1JVFf/6Pd0BNhamo2ka33npOzzd/TQPXfOQ3DQSYgHIzvBKpuuHjFVqHxhnXY6DA4ED/HHfHxmfHje4QCGMUZFRQUZKBgDV+U6aZ49Jo0EsxXN6JkpL3xi1Hhe6rtPkb6LaLfOFxerlSnbhTHLSNdalEqV9IRjthh9tgaYHF+ZFJkdhz+9U3gWqhUHXVXhW91g3UT0qv4di0Tgvv/yQRaZRHEmqhWd0Wt2odaaovanRCbXrm1JVhfPyywEITc/Q2j82F541VE9WapYshIVYILIzvJKND8BkALIq0XWd9sEg155SyDPeZ/jmjm9yTuE52LEbXaVYJZbD3fZZ4WiYwYlBMlLcvG1M5wx/iPb6XzHT2hK/ENo3oAJJagtc9If68U/6qc6Ui3Cxuv38jT8n15ZL7/5OGrwBcBaqsKuFCtHqV/NR4+FZ3rm+/VxnLtvfvn1hXkeII8i4/joyrr/O6DIA+I/730RN1nq+e+53iUR1rv/yI1y+KZ+vv/nQsWL13lGiOmwsTCccDdPsb+b6yusNqlqIxCOL4ZUsxQXv/DO4y+gbnWR8aiY+VsmV7MKdskBH2oR4HbN3sJeLqB7FO+7FarJiS04H1N1157y77fMvwht9LwCwPnO9IfUKsVzUZNYAUOwe4h/1fcxgwpK+ZuHGK/XWqcd4kvQoWfZkchxqRIyMihGrxfs2vC8+8cNs0ji1xM32/f5XfN2eWHjWxiIXbcNtTEWmqM2qXcpShUhoshheyawpUHouAPta1XD28mw7j7aqJGk5QiOWynK62w6g6zrv/O3pXF56Ju9f/0mu+tpjfPGK9bznzLm52/XeURzJFordNrCW8JHNH6Eio8LAqoUwXou/hX91/4si94XMRHV6A5MULeR4pd46sOeBIxc4tG//thdvY61zLW+retvCvJYQy9h1lYe+Z55elsljzQP0BSbJc6XEP1/XHaDAlUKOI4WnWtXJitpMWQwLsVCkZ3gla38c9v0TQMYqCTGPpmlUZFSwb3gfOY5kNbIl3jeszCbYmkwaJa4SPrDpA6RaUg2qWIjlocHXwA9e/gFpaeo9pcMXAncJ+A+qnIoTlZQGZecBMBmOsG9gnNoCF5FohAf2PcCBwALPNBZiGese62b/yH5gbt7wCwcOTZXe0z0Sny9ckVHBe2reEw+7E0KcOFkMr2TPfA+e+BoAbYPjuFKtmCzjjEyNyGJYrHoVGRW0DrcCUJ3voLlvLP53M5EoTb2j1HpUIMkLvS8QmAoYUqcQy8nseCXNqi7IO/xB2Px2uPp/FmYxfNl34JqfAtDSN0YkqlPrcdI51snEzIT07YtV5aZHbuJHu38EqLBHR4qF7fNGLA0Hp+nwhdhYpN6rNmVv4hNbPiEn/4RYQLIYXsmGWg8Zq1SeY8ed4ubJ657kqvKrDC5OCGNVZFTEg7Sq8py09I0xE4kC0D4YZDIcZYPHxWBokJseuYkH2xcoLVeIFWx2MRyM9pNkMalZw56TofoKMC3sJUN9j7oBVVPgosnXBCBJ0mJV2ZK7hR19O4jqUcwmjdNK3DzfPrcY3hPLtthUmM5UZIomXxPhqMwZFmIhyWJ4pZoMwFjvIWOVyrPtaJpGZmomrmSXwQUKYayryq9i+43bybHlUJ3vZGomykFfCIC98fAsJ03+2EW47EgJQY4thyRTEt7xbooyUtUx6Zlp1Zbjaz+xJ9/5S/jRVpgYBlTfvivVSmFGKk3+JpJMSZSmy6kmsXpszdvKyNQIbSNtgDoqfdAXojcwAcCerhEANhS6aPQ1ct1D1/FM9zNGlStEQpLF8Eo1tE89ZlUyHJzGF5ymPMfOg+0P8qv6XxlamhDLQbI5GYtJZQRW5amZjrN9w/XeALYkMyVZdhp9jepr3MbPnhTCaCbNhMfhoXusm+LMNDr8IYjOwK+vgfoHTuzJe16G4CCkpAPQ0BOgpkCFZ5k1M6fmn4rVZD3xH0KIFWJr3lYAdvTtAOb1DcdSpeu6A5Rmp+FMsVI/FAvPkiRpIRaULIZXqsEW9ZhdSdvgXHjWQ/sf4u8H/25gYUIsHz+r+xk/evlHrMu1YzZpNPepxXBDT4D1+U7MJo0mXxNrnWvjIy6EWO3uetNdfOsN32KN20anL4huTVUJ0CeaKN1bp0YqaRrhSJTmvrF43/7HTvkYP7nwJwtQvRArR4G9AI/dw86+nYDqG3bG+oZ1Xaeue4RNsfCs+qF6cmw5ZNuyDaxYiMQji+GVauN18JGdkLFWkqSFeBUtwy38/cDfSbaYKctOo6lXBfY09MyFZzX6G+WItBDzZKZmYjFZKM60EZyO4AtOxxKlT2AxPDMN/Y3x+cJtA+NMz0SpKXAuUNVCrEzfOudbfG7b54DZecOZPL/fR9/oJINjU2wsVO9VDb4GGakkxCKQxfBKZbZC1jowmWkbGCfFaiIjTacv2CeLYSFi1mWso2usi1A4RHW+k6beUQ4MBQlNR+IX4d8/7/u8r/Z9BlcqxPLR6Gvkq9u/SpZTBfV0+EJworOGB5shGo4vhuvjffsuHut8jCv/dCVdY10nXLsQK82G7A1kpWbFP95W6qbDF+If9X0AbCpKJzAVoGO0Q45IC7EIVuxiWNO0D2qa9mTsf7s1TbtT07TOeZ/bYHSNi+rxW6HtUUDdYS/LttMxdhBAFsNCxFRmVKKjs29kH9X5TnoDkzzbNgSoQBKA9ZnrqXRXGlmmEMvKYGiQe1vuRUtSqbad/qDaGR7rhfDE8T2pOUmNaPKcAkBDzyhpSWZKMtNoGGqgc7STHFvOQv0IQqwYkWiEexrv4amupwA4vUz1Dd/xzAEsJo31+U5SLan87KKfcfHai40sVYiEtGIXw7qu/0TX9XN1XT8XeBr4MfDb2c/pur7X2AoXUXgSnv42dL0IzI1VGggNkGRKoiS9xOAChVgeKjJU2nrrcGs8ROv+l7pJtpgoz7bzfM/zPNj+IPpCzE8VIkHMjlcKmwbRNOj0TcCmG+DmJ+F4A65yquDqH0PGWkDtDK8vcGIyaTT5myhLLyPZnLwwP4AQK4jZZOaepnt4YJ8KqKvOc+JKtdI9PEFlnoMUq5kkcxJnFJxBkbPI4GqFSDwrdjE8S9M0D5ALnAZco2naM5qm/UbTNMurfP3Nmqbt1DRt5+Dg4JLWumB8baBHIauC0PQM3pEJyrPtnLfmPF58+4usda41ukIhlgWP3UN5ejm6rrM+Xx2L3usNUJXvxGI28fvW3/OTup+gaZrBlQqxfHgcHjQ0+oJe8p0pdPiDkF4EBSeB+Yhvra9vrA9iN50iUZ3G3lFqClzouk6jr1HmC4tV7dS8U9nZv5OoHsVk0ji1xA3Axlh41sMHH2ZX/y4DKxQica34xTDwYeAnwA7gDbqunwWMAJce6Yt1Xf+5rutbdF3fkp29QhP5huaSpNsHgoAKzwJ1h9GkJcL/W4U4cZqm8cer/sh1ldeR7UjGnZYEwAaPWhjLdRmD3gAAXr5JREFURbgQr5RsTibHlkPXWBdFbhudvhBEI/DyPdD5wrE/YTQC398M//wCQLxvv9bjYnBiEP+kX0LsxKq2NW8ro9Oj7BtWYzNnRyxtirXzfGvHt7i35V7D6hMika3oVZOmaSbgPF3XnwD26LreG/urZmCdcZUtssFWQIPMctoGxwC1GP7005/mvpb7jK1NiGVK0zSq89VR6doCF4GpAN5xr1yEC3EExc5iguEgxZk2NWtYM8HDn4H6+4/9yYb2wcwE5NYAarQZQE2Bk3A0zFVlV3FyzskLWb4QK8qW3C3A3Lzhi2vzOLXEzbmVOQyEBhgIDUh4lhCLZEUvhoGzgdnb1L/WNG2Tpmlm4BqgzriyFtl4v+q7sqbSNjCO2aRRkJ7Ewwcepi/YZ3R1Qiwrz3qf5eI/XIx33EtVntoRrvW4aPY3AypASwhxqF+88Rd8//zvU5yZxuDYFKFwRL3vHM94pd7Y2/G8JOkki4nyHDseu4evnvVVuSklVrV8ez5rnWvpD/UD4ElP5b4PnE6eK4X6oXoAWQwLsUiOs/ln2XgT8K/Yn78C/B+gAX/Rdf1Rw6pabFd8D2amABWeVZxpozfURUSPUJouSdJCzGdPsuMd99Lib+GKTSfTF5ikMs/Bfa1tAHJMWogjmG23WeO2AdDpD1HlLoH+hmN/st46sKRApjqw1dAzSnWeA6vZhH/ST0ZyhvTti1XvgasewHqEgLr6oXrMmpkqd5UBVQmR+Fb0zrCu65/Vdf2B2J/rdV3fqOv6Bl3XP2d0bYvOolI32wbGKc+2sz+wH5CxSkIcbl36OjQ0Wodb2VyUzv+8/WSsZhNvr347T1z3BBkpGUaXKMSy0+Rr4sOPfRhrihpFNjdruEP1AB+L3jrIrQWzBV3XqfcGqPGoXsjrH7qeLzz3hYUuX4gV50gLYYCW4RbK08tJtaQucUVCrA4rejG8Kg13wG9vhJ6XCUeidPhClOfMLYYlSVqIQ9msNoocRbQOt77i77JSswyoSIjlL6pH+Vf3v5g2qSiOTl9IzRqOhmHUe2xPdsZH4KyPA9A9PMHo5Ay1BS78k376gn2Up5cvdPlCrDgTMxO87x/v497mQ4Oyvn/e9/mfC/7HoKqESHyyGF5p+hug5a8QmaHDF2QmqlOeYyfJnMTJOSdjs9qMrlCIZafSXXnIYjgYDvKppz7F7oHdxhUlxDJW6CgEwD/ViyvVqsYr1VwDn9wHrmOcdVp5CVRfDqh+YYBaj5Nmn+rbl1YFISDVkkpvsJdnep455PMWk4XctFyDqhIi8clieKWJj1WqoG1gHFBJ0u+tfS93X3K3gYUJsXy9ofANbMvfhh6bc9rka+Lhgw8zNj1mcGVCLE+uZBfOJCddY10qUdoXghQX2HPgWPp7fe1qHFNkBoD6ngAWk0ZFroMmfxMAVZnSCykEqBFLL/W/RCTWivBcz3Pcuv1Wea8SYhHJYnilGWwFex6kuOKL4bJsu8FFCbG8XVV+FZ/f9vl4SM/sRbgk2Arx6oocRXSNdbHGbaPTH1KffPo70PDHo3+Sl38Nv7oMdHVxX+8dZV2ugxSrmSZ/E4X2QpxJzkWoXoiVZ0vuFsamx+InmZ7ufpo/tf1J+oWFWESyGF5phloguwJQ4Vme9FSGp/u4+A8X84z3mdf5ZiFWr0g0QjAcBNTOcE5qjvQMC/EaarNqcSW7KM604R2eYCYShZd/Aw1/Ovon6a2DnCqwJMfDs2oL1OL3mvJr+NDmDy1O8UKsQFvztgJz84YbfA1UuauwmFb68Bchli/57VppUtLjsxrbBscpi4Vnece9pFnTjK1NiGVK13UuvP9CLlhzAZ/f9nkafY0yX1iI1/H5bZ8H4L4dXcxEdXpGJlnjLoHho5w1rOtqMVx5CQD9o1P4gtPUxBbDZ3rOXJS6hVip8tLyuLLsSnLTcpmJztDka+LaimuNLkuIhCaL4ZXmHQ8AEI3qtA8EOfXUTPaPNAIyVkmIV6NpWjxROhKNkGxJZkP2BqPLEmJFWJM5N2t4TUYJdO1QC93X6x0e9ULIB/mbgfnhWS76gn30BfuoyazBaj7ySBkhVqNbz7oVgBZ/C5ORSWqyagyuSIjEJsekVyjvyAQT4Uh8rJI7xY0r2WV0WUIsWxUZFbQOt2LSTNx7+b3cvPFmo0sSYllrG27j2r9cy0hU9dh3+INqvNJUACaGX/8JeuvUY+w0U0PPKJoG1flOHjn4CO/4+zsITAcWq3whVqyx6TE6RjvIteVSm1lrdDlCJDRZDK8kL90NPzsHJkdpG5xLkt4f2C+7wkK8jkp3JcFwEO/4Mc5IFWKVsifZaRluYWTGS5LFpGYNZ5SAOfnoZg2XngvveRjyNgIqSbr0/2/vvOOrrK/H/z4JCSGQBBKW7CHIElFxI0aLo2pR616I+nVX29pvW7XW0frTttbRWm2L1r3q+LZVqwgqoLgAURAIsvdOWCEBMs7vj/N5kktIEDVw703O+/Xixb3PfZ7nfu5z8hnnfM5o3ZzmTZtQUFRA20yP23ecmhRtLWLIi0NYuWUl75z9Dt1yusW7SY7ToHFlOJlYOQ2KFkHTLObHlFU6sO2BHNv52Pi2zXESnN6tLPHc5W9fzo3jb4xzaxwn8Wmb2Zb0lHSWFy+jc6tmVl6p1wnwq1XQfjfCDNKbQ9cjIC0DgJnLNzKgo3kwFRQW0C/X4/Ydpya5Gbl0zurMlFVT4t0Ux2kUuDKcTKybY5mkRZi3ppjc5unkNk/nZ4N/xoj+I+LdOsdJaHq17MW1g65lXek6SspL4t0cx0l4UiSFjlkdQ63h5iwuKoHUJpCym0uHD+6D5Z8BUFi8jRUbtzKgQw4lZSUs3LTQ6ws7Th0MbD2Q8cvG8/r81+PdFMdp8LgynEys/Qpa7wdYWaV927Rge8X2quLsjuPUTWZaJpcNuIxKrfQdKcfZTXaoNVy4BVWFd+6AD/+06wuL18C7v4ElnwAWLwzQv2M2c9bPoVIr6Zvrdb4dpzb2bbUvAKXlpXFuieM0fFwZThZKimDLGmjTG1WtKqv0f3P/j8OeP4x1pevi3ULHSXg+W/0Z5VpO3zxfhDvO7nBY+8Pon9efrnmZbNleQeGW7bDkU/hq9K4vXDnd/g/Js2assERZ/Tvk0Ce3D0+d9BSD2w/ek013nKTl4r4Xc+tht3JGrzPi3RTHafB4aaVkoawU+p0OHQdTuGU7G0rKqpJnNUlpQl5GXrxb6DgJzwsFLwDQJ9fdMx1nd4hCcN6bvRqAxYUltM7tDvPf2/WFK7+w/0Ns8czlm+iSm0lOszQgjYPaHbSHWuw4yU9aahrn9jk33s1wnEaBK8PJQk5HOOcpAOYtKAQsedbHixbQPbs78nX1Hh3H4a4hdzFp1SQ6Z3WOd1McJ6no3CqqNbyFg1t1g80rzUib1qz2C1ZNt8zTGZYwa8aKjfTvkA3AcwXP0Te3ryvEjuM4TtxxN+lkoXx71ct5IZN0r7YtWLhhIT1aelklx9kdcprmcHzX4+PdDMdJGpYXL2fIi0P4cuN7iNjOMK2624frF9d9YeH8KhfpTVvLWFxYwoCOOWyv2M4fp/yRCcsm7IXWO47jOM6u8Z3hZOHFC6BiG1zyOvPWFNM8PZUWzcpYU7qG7jnd4906x3EcpwHSullrNm3bxOqSFeyT3dtqDfftCa26wbZNdV941Qew3Qy3s6LkWR2ymbdhHuWVHrfvOI7jJAa+M5wsrPsKmrcBYH5InqUo1w66liP2OSLOjXMcx3EaIk1Tm9I2s61llM7LtPJKHQ+CH0+DzofWfWFKCmSYW/SM5dXJswoKCwA8o7vjOI6TELgynAxsL4ENS3cqq5TTNIdrDriG/q37x7mBjuM4TkMlKq/UNbe5uUl/HdNfgv/8CCrKACur1D47gzZZTSkoKqBFWgs6ZXXaw612HMdxnK/HleFkoHAuoNCmN5u3lrFy41Z6tm3Bss3LKNpaFO/WOY7jOA2YqlrDeZmsK95GyfZyePMX8NoNtV8wdwzMHwepaYDtDA/oaLvECzcupE9uH1LElx+O4zhO/PGY4WRg7Rz7v00f5q/dAlgm6d9Nuovlxcv512n/imPjHMdxnIbM0E5Dadm0JZ3TMgBYUlRCn+JVsHpm7ResnFaVPKtkeznz1xZz8v77APDoCY+yefvmvdJux3Ecx/k63DSbDOT1hMOvg9weVZmkoxrDPXI8k7TjOI6z5xjWdRg3Dr6RbnktgJiM0usXQ2XFjidvK4Z1c6uU4YKVm6lUGNDRSiylSAo5TXP2avsdx3Ecpy5cGU4GOh4EJ90NTZoyb00xaalC+5xUlhcv97JKjuM4zh6npKyENln2eklhCeR2h8oy2LR8xxNXzwC0ShmeucKSZw3omM37y97n9o9u951hx3EcJ2FwZTgZWDcXyrYCljyrW15zlhUvoVIrfWfYcRzH2aNs3r6Zw54/jLeX/pucZmksLtpSXWu4aOGOJ28rhtyesM9AwOKFc5un0z47g49XfMybC94ks0nmXv4FjuM4jlM7rgwnPAqPHAHj7wGsrNK+bVuwcKMtQFwZdhzHcfYkWelZZKdnW0bpvExzk87bF7oOgZQaqUd6DYMbpkJ2BwBmLN9E/w7ZiAgFRQXsl7sfqSmpcfgVjuM4jrMzrgwnOmVbzRWtzX5sK69gceEW9m3bggPaHMBvjvwN3XK6xbuFjuM4TgOnKqN0biZLikogpyNc+l/odlSd12wrr2Dums0M6JhDpVYyu2g2fXP77sVWO47jOM6ucWU40SkLNR3b7MeidSVUqiXP2qfFPpzR6wyapjaNb/scx3GcBk/nrM4sK15G17xMlq8vpbyicueTyrbC/f3hi+cBmLu6mLIKZUCHHJZuXsqWsi30zXNl2HEcx0kcXBlOdCJluHXvHTJJv7/sfZZsWhLHhjmO4ziNhc5ZnVlZvJLOrTIor1RWbNgKr/8E/nFi9UlrZsGmZZDeHLB4YbDkWeu3rqdbdjffGXYcx3ESCq8znOiUlUJ2R2iaxbw1qxCBbnnNGPHST7mg7wX8bPDP4t1Cx3Ecp4FzTOdjyGuWR8e0dAAWF22hS0oTWFMAtLOTVk6z/0Mm6RkrNpKV0YQuuZl0lUG8fsbrcWi54ziO49SNK8OJTlZ7OPEmAOatLaZTq2YUblvF9srtnjzLcRzH2Ssc0OYADmhzACs3lgJWa/jo3O6wbSNUllsirZXTICMHWnYFdkye5TiO4ziJiLtJJzpNs6H/6QDMXb2Zfdu0YP6G+QB0z+kex4Y5juM4jQVVZdHGRWjKBtKbpFgSrai8UpkpyKycZrvCIpRXVFKwchMDOuSgqpzxnzN4ruC5+P0Ax3Ecx6kFV4YTmcpyKF0PpRuoqFQWrLNM0gs2LgCgR0vfGXYcx3H2PIpy5mtn8sJXz9MlN5PFhVsgNyjD5Vvt/+5Dod/pAMxfu4Vt5ZUM6JjDyi0rmbdhHk3EndEcx3GcxMKV4URm22ZYPRNWz2TZ+hK2l1dWKcNtmrUhOz073i10HMdxGgEpkkKnrE5Wazg3kyVFpdCqGww8F1Itjpjj74RDLgeqk2f175BNQWEBgGeSdhzHcRIOV4YTmcj1rM1+O2SS/slBP+Gh4x6KY8Mcx3GcxkZVreG8TJYUbkGbZMAPR1mccGU5lG+vOnfGio1kpKXQo00LCooKSJVUerfqHcfWO47jOM7OuDKcyJSVQGoaNG9drQy3yaJNZhv6t+4f58Y5juM4jYlIGe7cqhlbtldQuGU7qEJlBWxYAvf1hkqrPzxzxSb67ZNNaopQUFRA95zuZDTJiPMvcBzHcZwd8QCeRKasBNKaATBvTTGtWzSlMqWYx2f8ixO6nkCnrE5xbqDjOI7TWOiU1YnS8lJyc2wHeHFhCa3H/RJWfAZNMqD1fpCSQmWlMmvFJn54UEcA9m+9Pwe2PTCeTXccx0k4ysrKWLZsGVu3bo13UxoMGRkZdOrUibS0tN2+xpXhRKasFDLzACurtG/b5swums0Dnz3AgLwBrgw7juM4e42hnYbSPrM97dLygPksKdrCwdkdzT26ogz2OQGAxUUlFG8rZ0CHHACuPuDqOLbacRwnMVm2bBlZWVl069bNS9DVA6pKYWEhy5Yto3v33a+448pwoqIK7QaApKCqzFtTzGmDOrBg43TAM0k7juM4e5fOWZ3pnNWZbeUViNjOMG272YeqVlaJmORZHbPZUraF9JR00lJ330rvOI7TGNi6dasrwvWIiJCXl8fatWu/0XUeM5yoiEB6c0hrxtrN29i8tZx927Rg4caFZKVnkZeRF+8WOo7jOI2MT1d+yryNs9knO4MlhSXV5ZWgWhlesZH01BR6tc3iuYLnOPz5wyktL41Tix3HcRIXV4Trl2/zPF0ZTgKi5Fm92mWxYOMCeuT08M7jOI7j7HVu/fBWnpv1HF3yMllcVAKtgjKcmg5t9gNg5vJN7Nc+i/QmKRQUFrBPi31o1qRZHFvtOI7jOLXjynASMG9tdVmlxZsW0yPHXaQdx3GcvU+UUbprbnNzk87MhZZdoG1fSE1DVZmxYiMDOmYDUFBUQN9cry/sOI6TyNxxxx2MHz9+j91/5MiRLFq0aI/d/7uQtDHDItIEWBD+AVwPnAWcDHyqqj+KV9vqi6Z9+wC2M5zVtAlts5oy+oejKSkviXPLHMdxnMZI56zOTFg6gcPbZrKueBtbtleYMhxYvqGUDSVl9OuQw8ZtG1levJxz9jsnji12HMdxnLpJWmUYGAi8oKq/BBCRwcAQ4FDglyIyTFXfiWcDvyvtb7kFgLmjPqFn2xaICGmpaeSk5sS5ZY7jOE5jpHNWZwq3FtK+pYXqLCkqITPm8xnLNwEwoEM2BUUFAL4z7DiO8zXc+fpMZq3YVK/37Nchm9t/0L/Oz9evX8/ZZ59NRUUFqsqhhx7KWWedxZo1a9h///15+OGHOfjgg2nbti3p6emsWrWK888/n4svvphLLrmEjRs3cvDBB/Pggw8ycuRIevTowdixY6moqODdd99l1apVXHjhhWRmZrJpU/3+tvokmd2kDwfOEJGJIvIccBzwqqoq8A5wdG0XiciVIjJFRKZ802xj8cLKKrVg4vKJ3PPpPZSU+c6w4ziOs/eJSvplZGwAQkbpGGat2EhqitB3n2w6tejETw76Cf3y+u3tZjqO4zhfw6hRozj11FMZN24caWlpzJkzhwEDBvD++++zcuVKpk+fTklJCS+//DLTp0/n+eefZ9q0adxzzz2cf/75fPDBB2zcuJHRo0cDUFxczAcffMCgQYP4/PPP+cMf/sAvfvELRo8ezebNm+P8a+smmXeGJwPHqOpKEXkYaAZ8FT7bBLSr7SJVHQWMAhg8eLDujYZ+FzaWlrF28zb2bduCT1aM5dW5r/KLQ34R72Y5juM4e5its2ez+OIR8W7GDvSqLOefFb1Je/t+fr94AzmzMtm6cjEZfSysZ8aKTezbpgUZaal0SuvE5ftfHucWO47jJD672sHdUyxcuJBzzrEwlsGDB/P3v/+d9PR0xo8fz4YNG1i+fDnt2rWjRYsWdO3aldTUVFSVWbNmcfXVVj/+sMMOo6DAvIAuueQSANq2bcv27dtZuHAhAwcOpEmTJgwaNGiv/77dJZl3hqer6srwejZQjCnEAC1I7t9WRZRJet82LZi/cT7dsruRmpIa51Y5juM4e5LsU0+tUjATiSYpTWie1pz01FSapKawraySjD59yD71VMBqDPcPybMmr5rM+q3r49lcx3Ecpw66du3KrFmzAPjiiy+46qqr+MlPfsL48eO566676NKlS63X9e/fn08++QSATz75hP79TZFv3rx5rfevqKjgyy+/3IO/5LuRzDvDz4jI/wNmAGcA47GY4ReBA4BFcWtZPTJ/TXUm6YUFCxnYemCcW+Q4juPsaVqdew6tzk3MxFOjF40mIzWDp//ThOxmaTxz+WEArNm0lTWbtzGgQw5byrZw+duXc92g67jqgKvi3GLHcRynJldccQVnn302r7zyCmVlZfTq1YunnnqKJ554guzsbJ5//vlar7v55psZMWIEf/vb3xg8eDAnnHBCref+/Oc/56KLLuL+++8nPT19T/+cb00yK8O/AZ4HBHgNuAv4QET+BJwU/iU989YWk94khdbZworiFZy272nxbpLjOI7TiHlqxlNkpWfRJe8api/bUHV8Zkj+MqBjDl8VfYWi9M3z5FmO4ziJSOvWrRk3btwOx0455ZQd3kfllqL/n3zySQDeeOONHc6LjoOVaYqIdpATmaR1JVbVGao6UFX3V9VfqWolMAz4APi+qi6McxPrhXlriunRujlFW9fRplkbeub0jHeTHMdxnEZMVGu4S24zlq8vpbyiEjAXabAMpp5J2nEcx0kGknlneCdUtRR4Jd7tqE/mrSlm/045dMnuwrvnvIsly3Ycx3Gc+NApqxNjFo+hc+cMyiuVFRu20iUvkxkrNtKjdXNaNG3CrMJZtG7WmjaZbeLdXMdxHMepk6TdGW4MbC2rYOn6Enq1bVF1TETi2CLHcRynsdM5qzMVWkHz5lYqY3HRFsBqDPfrYMmzCooKfFfYcRzHSXga1M5wQ2PB2i2oWvKs30/6PYpy06E3xbtZjuM4TiMmqjUs6YWA1Roe0GE7yzeUcvERXQH4w9F/oKyyLG5tdBzHcZzdwZXhBGbe2upM0o9+8hFds7vGuUWO4zhOY2dgm4GMO2ccrdJzSW/yNkuKSpi1MiTP6pADwL6t9o1nEx3HcRxnt3A36QRm3ppiUgQ656azZNMSeuT0iHeTHMdxnEZO09SmtG7WmtTUFLrkZrK4cEtV8qz+HbL5bPVn/GvuvyivLI9zSx3HcZzvwueff86SJUvq/Hz16tWUlSW3F5ArwwnMvDWb6ZKbyerSFZRrOT1aujLsOI7jxJ+X57zMcwXP0TU3k8WFJcxYsYmOLZvRqnk6r89/nfs+u49USY13Mx3HcZw6+Otf/0p+fj75+fkMGjSIq666issvv5wjjzySu+66C4A2bdrw6KOP7nDdX/7yF4YMGcKWLVsYM2YMaWlp9d62O+64o6qc057G3aQTmHlritm3bQsWbrAqUb4z7DiO4yQCE5ZOYOWWlQzM+w0fLyhkW3klAzrumDzLEz46juN8A544Zedj/U+HQ6+A7SXw3Nk7fz7oAjjwQthSCC+N2PGzS/+7y6+75ppruOaaawC4/vrr6datG19++SUfffQR1157LXPnzqVXr16sXLmSiooKUlPNwPnFF19w8cUXM3nyZDIzM7/NL00ofGc4QSmvqGThui30bNuCJilN2L/1/nTP6R7vZjmO4zhOda3hVs0o2V7BwnVbGNAhh7LKMuaun0vfPM8k7TiOkwwsX76c1atXs3jxYs455xwAjjvuOCZOnAjASSedxFtvvVV1vqpSVlbGmDFj+P73vw/A1q1bOe+88xgyZAinnnoqJSUlFBcXc/LJJ3Pcccdx6aWXAjvu+D755JM8+eSTtV4LMHbsWI455hgGDRrEqlWruP3223nhhRcAuPPOO3nxxRfr5ff7znCCsr2ikmuO6ckRPVtzROe+HNP5mHg3yXEcx3EAyyhdWl5Kbs72qmMDOuawYMMCyirL6JfbL46tcxzHSUJ2tZObnrnrz5vnfe1OcF08/PDDXHPNNTz77LN07NgRgOzsbObNmwfA8OHDuf766zn11FMBOOGEE3jiiScYPnw4w4cP51e/+hVffvklBxxwAC+++CJPPPEEM2bMoFWrVlx33XUMGzaMk046idWrV9f6/aNGjdrpWoB58+YxYcIE/vCHP/Dee+8xYsQIfvrTn3L++eczevRofvnLX36r31sT3xlOUDLTm3DjCftxRM88VDXezXEcx3GcKjpndQagSdOiqmP9O2Yzb4Mtnnxn2HEcJ/GprKxk3LhxHHvssbRo0YLS0lIAiouLqaysBCA9PZ2WLVuyZs0aAM4991zuvPNOWrZsySmnnMKrr77K7NmzOfTQQwEYOXIkhxxyCGlpaTz22GNceOGFFBUVVd07Inpf27UAI0aY23fbtm3Zvn07PXv2ZPPmzYwfP54BAwaQkZFRL8/AleEEp1Ir+d7L3+PJGU/GuymO4ziOA5gynJaSRpO0LYhAm6ymtM3K4JQepzDh3AlVyrLjOI6TuHzwwQccdthhABx88MFVrtHTpk2jW7duVeeNGDGCp59+uur9nDlz6NmzJ02bNqWyspI+ffowefJkAO6++24ee+wx/vGPf3DWWWfxwgsv0Lx5c8AU682bNwMwevRogFqvBaquieW8887jsssuq1KU6wNXhhOc1VtWs7Z0LZlpyR+g7jiO4zQMumZ3ZfKFkzmx+/F0atWM/TvmVH2Wm5FLivjywnEcJ9F5++23GTp0KACnn346zzzzDDfeeCMvvfQSp5xSndCrf//+zJw5E4BNmzbRvn17+vXrx6hRoxg2bBhXXnklU6dOJT8/n6lTp3LxxRdz/PHHc88993DccccBFps8fPhw7r33Xq6++mry8vIAar22Ls466yxEhCFDhtTbM5DG7II7ePBgnTJlSrybsUs+XP4hV79zNY+f+DiHtD8k3s1xHMdxnB34YukGWjZLo3NuBjd/cDOn9zqdIzscGe9mOY7jJDQFBQX07ZtYISXr169n7NixDB06lPbt2+/w2aOPPkr//v058sj4jO8zZ87k0ksvrSoBVRe1PVcR+UxVB9d2vifQSnAWbFwAeFklx3EcJ7F4eubTrNiygpsOvQmABRsW8NaitxjSqf4s9o7jOM7eo1WrVlUZpWtyxRVX7OXW7Ej//v2ZNGlSvd/X/ZgSnPkb5pPTNIfcjNx4N8VxHMdxqpi/cT6jF46uej+raBYAfXMTa6fDcRzHcerCd4YTnIFtBpKbkYuIxLspjuM4jlNF56zOFG4tpKSshMy0TAoKC2ia2pTuOd3j3TTHcRzH2S1cGU5wftjrh/FuguM4juPsRKesTgAs3byU/XL3o6CogN6tetMkxZcWjuM4TnLgbtIJTFlFGZu3b453MxzHcRxnJ6LyScs2LwOgiTThgDYHxLNJjuM4zjegqKiIsWPHsm7dulo///zzz1myZEmd169evZqysrI91by9givDCcy0tdM48oUj+WTlJ/FuiuM4juPsQOesznRq0YlyLQdg1Amj+OWhv4xzqxzHcZzdYeXKlZxyyilMmjSJY489lrVr13L55Zdz5JFHctdddwHQpk0bHn300R2u+8tf/sKQIUPYsmULY8aMIS0trd7bdscddzB+/Ph6v29tuC9TAhNlku6S1SXOLXEcx3GcHclOz+atM9+KdzMcx3Gcb8HMmTN54IEHOPzww1m/fj3vvfceFRUVfPTRR1x77bXMnTuXXr16sXLlSioqKkhNTQXgiy++4OKLL2by5MlkZmbG+Vd8d1wZTmAWblxIsybNaN+8/def7DiO4zhx4u/T/s6nqz7lsRMeI0Xc6cxxHOebcunoS3c6dmK3Ezmvz3mUlpdy7TvX7vT5afuexun7ns76reu5cfyNO3z2xElP7PL7hg0bBsD777/PpEmTKCoqqiqrdNxxxzFx4kR69erFSSedxFtvvcWpp54KgKpSVlbGmDFjuPXWWwHYunUrI0eOZNmyZbRs2ZKXXnqJyspKzjnnHLZu3UrXrl154oknuOOOO8jPzyc/P58nn3wSgPPOO2+nawHGjh3L7bffzsaNGxk9ejR//etf6dOnD+effz533nkn++23H+edd943eMK14zNWArNg4wK6ZXfzhYXjOI6TkPzjy39wxZgr+HzN52zatsnnK8dxnCRCVfnnP/9JWloaqkrHjh0ByM7OZvXq1QAMHz6c119/veqaE044gTfeeINOnToxfPhwxo0bx6hRozjggAOYOHEiZ555JjNmzGDlypVcd911vPXWWyxatKjqfjWp7VqAefPmMWHCBC644ALee+89RowYwQsvvADA6NGjOf300+vlGfjOcAKzYOMCDm53cLyb4TiO4zi1sqVsC5NXTSYzLZPvdflevJvjOI6TtOxqJ7dZk2a7/LxVRquv3QmuDRHh4Ycf5te//jWvvPIKpaWlABQXF1NZWQlAeno6LVu2ZM2aNbRt25Zzzz2Xbt26MX/+fE455RReffVVKisrOfPMMwEYOXIkAIsXL+axxx7jiSeeoKioqOreEaWlpTRr1ozZs2fvdO2bb77JiBEjAGjbti3bt2+nZ8+ebN68mfHjxzNgwAAyMjK+8e+tDTfhJiiqyhX7X8HwHsPj3RTHcRzHqZXOWZ2p0Ao2b99M39y+8W6O4ziOs5v8/ve/5+mnnwZgw4YN3HTTTUycOBGAadOm0a1bt6pzR4wYUXUuwJw5c+jZsydNmzalsrKSPn36MHnyZADuvvtuHnvsMf7xj39w1lln8cILL9C8eXPAFOvNm61SzujRowFqvRaouiaW8847j8suu6xKUa4PXBlOUESEc/Y7hyM7HhnvpjiO4zhOrUS1hgH65fWLY0scx3Gcb8KVV17JM888w9ChQ6moqOD000/nmWee4cYbb+Sll17ilFNOqTq3f//+zJw5E4BNmzbRvn17+vXrx6hRoxg2bBhXXnklU6dOJT8/n6lTp3LxxRdz/PHHc88993DccccBsHz5coYPH869997L1VdfTV5eXlU7al5bF2eddRYiwpAhQ+rtOYiq1tvNko3BgwfrlClT4t0Mx3Ecx0lKVm1ZxfGvHA/Apxd8SmZa8mcWdRzH2RsUFBTQt29iedSsX7+esWPHMnToUNq33zGB76OPPkr//v058sj4bNTNnDmTSy+9lKuuuorLL7+8zvNqe64i8pmqDq7tfI8ZdhzHcRznW9E2sy2H7XMYZ/U+yxVhx3GcJKdVq1ZVGaVrcsUVV+zl1uxI//79mTRpUr3f15Vhx3Ecx3G+FSmSwmMnPBbvZjiO4zjOt8Jjhh3HcRzHcRzHcZxGhyvDjuM4juM4juM4TqPDlWHHcRzHcRzHcRyn0eHKsOM4juM4juM4jrNX2LBhA//+97/j3QzAlWHHcRzHcRzHcRxnL5FIyrBnk3Ycx3Ecx3Ecx4kTq+6+m20Fs+v1nk379qH9Lbfs8pzS0lLOPvtsNm3aROvWrenXrx/Dhg0jPz+fJ598EoBFixbx6aefUlJSQps2bXjxxRd59tlneeqppwBIT0/npZdeIicnh3vuuYfXX3+dZs2a8fjjj9O1a1fy8/O56qqruOeeexgzZgwTJkzggQceYNGiReTn5/PQQw+x//771+tv/yb4zrDjOI7jOI7jOE4jY9asWaSkpPD+++9z5ZVXUlxcXOt5Rx99NBMmTKBdu3b85z//AaBXr16MGzeOYcOG8dhjj/Hll18yfvx4PvzwQ2677TZ++ctfVl0/bdo0pk2bRvv27Tn33HN58cUXOemkkxg/fnxcFWHwnWHHcRzHcRzHcZy48XU7uHuKgw46iAEDBnDCCSfQq1cvcnJyqj4rLS2lWbNmABx88MEADBw4kEWLFpGXl7fDsTfeeIOCggIOOeQQRITDDjuMG264oepet956KyKyF3/Z7uM7w47jOI7jOI7jOI2MadOmcdRRRzFmzBjWr19P8+bN2bx5MwCjR4+uOm/SpEkAfP755+y77761HuvXrx+TJ09GVfnkk0/o379/1fUtWrTY4XubNWtGSUkJAKq6537gbuDKsOM4juM4juM4TiOjW7du/PnPf+bII49k1apVnHrqqdx7771cffXV5OXlVZ03efJk8vPz2bBhAz/4wQ8AWLp0KcceeywTJkzgsssuY8CAAeTn53PUUUfx29/+lnvuuafO723Xrh3NmzfnmGOO4cEHH9zTP3OXSLy18XgyePBgnTJlSryb4TiO4ziO4zhOI6KgoIC+ffvGuxlfyx133EF+fj75+flVx6LkWiNHjoxLm3ZFbc9VRD5T1cG1ne8xw47jOI7jOI7jOM5O3HHHHTsdS0Ql+NuStMqwiOQAL2K/oRg4F5gHLAinXK+qX8apeY7jOI7jOI7jOHWiqgmbWCoZ+TYez8kcM3whcL+qHg+sAm4CXlDV/PDPFWHHcRzHcRzHcRKOjIwMCgsL455AqqGgqhQWFpKRkfGNrkvanWFVfSTmbRtgKXCGiBwFLAYuUdXyuDTOcRzHcRzHcRynDjp16sSyZctYu3ZtvJvSYMjIyKBTp07f6JqkVYYjROQIoBUwFnhCVVeKyMPAycBrtZx/JXAlQJcuXfZmUx3HcRzHcRzHcUhLS6N79+7xbkajJ5ndpBGRXOAh4DJguqquDB/NBnrVdo2qjlLVwao6uE2bNnuppY7jOI7jOI7jOE4ikbTKsIikAy8BN6vqYuAZETlARFKBM4BpcW2g4ziO4ziO4ziOk7AkrTIMXA4cDPxKRMYDM4FngC+Aj1X1nfg1zXEcx3Ecx3Ecx0lkpDFnMBORtViyrUSmNbAu3o1wdguXVXLgckoeXFbJg8sqeXBZJQcup+TBZZX4dFXVWuNjG7UynAyIyBRVHRzvdjhfj8sqOXA5JQ8uq+TBZZU8uKySA5dT8uCySm6S2U3acRzHcRzHcRzHcb4Vrgw7juM4juM4juM4jQ5XhhOfUfFugLPbuKySA5dT8uCySh5cVsmDyyo5cDklDy6rJMZjhh3HcRzHcRzHcZxGh+8MO47jOI7jOI7jOI0OV4Ydx0laRETi3QZn93BZJQ8uq+TBZZU8uKySB5dV48KVYceJQUT6i8hh8W6HszOxk1OQUz9VVZ+0Eo8asuorIj1dVomJyyp58DEweXBZJQ+RTMToLSKdXFaJRw059RCRvNjj3wVXhp1GiYg0EZHvi8i5ItIkHDsG+CdwoYhcE475YBhHRKSZiJwiIieGyamJiFwFPAVcLSJHqSc+SAhEpIWInCQiRwdZNROR24DHgRsiJSve7XRcVsmEj4HJg8sqeRCRliIyTEQOCrLKAv4K/A34iYi0dFnFHxFpLSJDRaRXkFMr4D/An4EfA9SHnJp81xs4TpJyOHAz8B5wO/Br4EbgTFX9SkTGishjqloWz0Y2NkREooEtGCIuBU4BZotIJvBf4Ceq2ldEWgMPicgnqloRv1Y3TmrIqgnwc2AQsFREtgGLgNNV9SARORS4UkRuVtXKeLW5seKySh58DEweXFbJQw1ZpQN/AFoC60Tk90AW0ENVjxORi4BzRWSUK8R7lxpyysAMtJuA9SJyMzAYWKuql4vInSJyvKqO/a7f6zvDToMiWGLvFJHHRKT7Lk79FXC9qt4BHBwGxw5ApPwuBvbfs61tPATrXl7M+1wR+Z2I/D7amYcdLXzh9U+wRfrPgHOBvsCU4Ma0DkgD9t1bv6MxIiKdg6x+FXu8xiKhOTBcVU8D7gXOAw4B3hWR1qo6CegI9Nxb7W4MiEg7EWke895llaD4GJi8uKwSFxHZR0RSY973E5G7ROTq2PNqjIHdge6qeg62y3gacBQwOoynY4Be2Djo7AFE5HARuV1Ezog9XkNOQzDF9yJgLnAccAw2VwnwJjAoGJq+E64MO0mNiPxFRMaIyBHh0DGYUvsScLuIdAjndRGR44OLBUAm0CK8ngf0AWYAA8OxxcCAvfEbGjoi8gPMneVJEbk2HL4CKAe+An4RyUVEDhGRgeF1a2AisF+4ZiO2mzWL6klqDXDAXvgZjQIR6SkiT4rIozFK1o+BLUC5iIyMjovIsSLSI5zTGxgrIt1UdTEgmKwWAZECsB7ov5d+SoNHREYCVwH/EZHh4fD1uKwSDh8Dk4dgtHhCRP4pIu3C4atwWSUcInI9cDnwnogcEg7fCGwGuouFgqSFc08WkX3COYOwMbAV8DFmIOyFjXsZwAZsY8QNgvWAiJwYNqiujzEm3QgUAyeKyKAa57YPbw8GPhKRFOB9oC2wD1AelOYioCm25v9OuDLsJCwikiUig2MWcTU/PxXYCvwIuEpEOgEjgLdVdQzW0fqF0zOwyak8vJ9C9aS0EFv4zaR6N3gl1hE9bvhrEJGmIpIT815i/weOxwayHwNHBAPFccC/VfVxoBPhWQO52OIcLIxjCRANjMuAHphs+oRj8/DFxW4Tu4sY3tf8274BmAyMA64QkW6Y8vSsqv4e60+DwrltgWbhtWILiZbh/arweSnQJRxbEvPa+RrC+JcS875mvzoSeBe4GxgqIvtiO1Euq72MiGSLSMeaMvIxMPEQi5c/UswbjNg+FrgBWwv8HfixiLTFjOwuq72MiDSvMQbGvk7D1mv/xWKyjwkKcSbwCPAQcBA2JoIZJKJ1ylagAlOkSsK/ptjOfWtV3Y655rbZYz+uASEiTWu8j010JcDFwHigMzBERI4H1qjqfVieniNFJJpvYuW0GcgM4TqbMJ11K9BaLAxhM9b/oo2tb40rw07cEZEUMdeW3PD+FhEZDzwPfAAcW+P8tPDyTGCBqs6heuJZAnQLn39J2N1V1TmqOklVN4fPplOtKM8FhgJjgT4i0g/bIUmv55+a9IglnUgNr6Px435McWoC1W4uMe4uj2GL9gOB+dhz/YRqa/kiquX0tqpOC8c3Ypb0yEAxD4vrmQecLCKdsYXJ7Hr/oUlMzETUIpKRiIwQkbeAt4KFPB12dEkKx9oDk1X1eUxOF2EuY5HldQ0mR1T1n6o6MxxfBWyj2pK+BrPargLOEJHemFL9+Z751clLGP96xPSrs0XkP8BHwEWRASO2X4lIM+B+Vf0QG8eWYcruFCDazXJZ1TO1yOrHIvIe1a6WmeBjYCIQZNVbRNJEJFVE/igi72PrionAYQBRXHzMfDYAmK2q7wHbgXOA0dhCHlxW9YpUkxFzLHJ7ngjkh2NNauQwyAPuUdXPga7AOkyhLQBaqeoyTHHaD0BVH1XV6NkvCud2UNVyTM6LMIPgGSJyICbjqfX+g5OUGDk1iTl2k4hMBJ4Wkaqwwhrj3zHY/PIS8ALWB47H4uozgDmYLLqFax5X1a/CrWYDbcR28NdhO/hfYEaL07B5aiAQ9cFvjSvDTtyIsZo/AjwHXBt2oh4DLlLVHwC3YoMUIrKviFxBtfvybEwBBusMB2AW3V7h2EKqXZZqMhnIFZEzw3USJrU3MItiRyxbXb1kqktmYhSqc4GbqLZ8RwkODsYGsoxw7DgR+Z9guUNVp2OWu9Ox3aYWmEwjl6U5mAV3B1S1FPgMc6M5EjOKfIINhsuAB8N3vlZvPzbJEZHUoCz9L+Yx0VTMfa8/cAfmmnkiwcAkImeGPgUmm0hWYKECfTCXsSi8YAk2Ae1AWHh8CZwvIkcBJ2PxPJOx3ZNbsYXGp/X4c5OeYHh7A3gaOFVEsrGYwj9hC4YDMUNdJKv/AesbqjpbzJ3sREx2KdiOb264vcuqHqkhq9PC4ZbAP1T1WODvqrolnHusj4HxQ8y9+WXgWUyZzcOyBJ+N7VL9CNuxjearK4C0YHiaRPV4NxczNi2met5zWdUT0XyFPZsR0XFVrRCRaF3RIxwrD0bdy8Npq1V1oYj0wp51J6p3fLPCOesxRbkmX2H97zKxKiI/wBS194GTgGuAVaq6oP5+bfISI6eXsDEMETkOG8dOxRLRXiDBDV0sRGdkuDwXk0MqsDwcy8BklIbtypcTs66MYTpQCFyNGa9OxcbfCcDPsHwXs6Nx97vgyrCzRwiW2EEicp2I3CYi/cPxKveJsGg/C9imqgdiE8YIVV2jqstE5CDMXeLjcNslwDPBEkg4HiXJmo+5BH5J9Y7HNKpdnZuIuVwfHz4rwNLon40taH4HoKovYAudO1W1oH6fSuIRnstBInKtiPw0GCN2QFUrw27RudiuU4voOLZgr8CedbSwmwI8p6olMffYBNyCLQRuC+dHcd4Lo3uKSLqIDA9WdDDL7Bjgf7ABdbSqFocEJTcCP1PVjfXzNBKb8GwGi8g1InKFmPveDoRFxCHAGZisyrHFnGLGo0IsfCAyRI3DFgFgbkibqVamVmC7jYVUuwVuxKzokXv8hTEW/QlYH74IW2xMV9W1qnoecBdwY3A/axSEvnWsiPQJ72PrjkavLwDeVdUhmJI0HHgo7Eq1wuQWLcjew3a1qlDVVcAvsUXD5dg4GMXOuax2k28hq+4i8n3sGT8oIh8B90t1SM9UfAzcY4jl/zgovI6VVbSmvRxbJB+K9aOzVXWeqq4GvoclT5oXzp2MyWobUIkt2CPvijnYGmMRVoECXFa7za76FVTNV8dhBrm24ZxIhr2wNV/LmEv+C7wYro12H+cC/4vNaydgO4ix+V5Kw30zROTKcM1W4F+YnH+IrSVXqepiVc0H/hRk1igQ8yIbIhZquBNBTqdi673IuHAg0FxVN2DeD5lUJ6D9L/BqeL0Ak2EzTBYp2E5xGtBTVddj6/zi0JbMSJFWSzr3PGbsOBl4U1W3qeoX2Nj5iKr+uh4egZdWcuoHMdeJoUBh2GE9DIuPmoJZR1fCDrusgi30oFqhXUBw6wukAL1VtUREUmpZnBVQbU2aCRykqjNFZKaI/A1zBZwaFO9ysRIiC2La8UFYxGTEWpZUtZjQMRsaYrX0DsHcyxcB38esoG9ihoSiOi5disUmHogt2r8SkZaYovVnTIZlULXoi/3O1sA5qvpIsNivCd/VRUR+ji1OngrXbheRcsxaiFppq/vF3GSKNabUlVrynwZLUHYHAFPDhHMucCWmvM7FEiXVxpdYqbDDsP4xE4tP/A3wIdZP7wz9IlbehZgydTzwCjY/LMAWi7eKyBpgJLbwQFW3iUglZvEl9M+fBBmvjXVpUwtlaLDEyGqyVodiHIApt/fAzplnxVydN4V/YIl2hqvqs+F9R2yx8FUY/9bX+M7uwAGq+m8R6Yspt58Ct7is6qaeZDUV23F8CEu8OB64EMsmfENNhcfHwG9HzHw1V1WXhmNdsIXxKNhJVtHf8XrMpRLM6DAy5rbbMW+XyCi/Oeb6UhGZCZwF/DHcZwsuq6/lm/arGD4EfgEcJiIZqro1GOWPwTyZfh7un6aqhTW+cwAWUzpJRIZg89VM4M9iXhn/S9jJDPcVsV3OCrWd/LNFpIOqroi9r1aHlDQ4RKQrVkJqXMzhozAPo1tCn6hNTmOxBI1Dw/sPgJ+KlaHKA/qo6rowV62NuW4Btp4+QFXHhe+fiq0Xfysir2DeGo+E80utmVVyWgucIJaRfVl009C3ZnynhxGD7ww79cXxmNtCVDagKWZl/RBoTdihiIiZtKZSbfmbjbkuRy5KHbGYkdjzqyyHoZP8V0ReBR4FJojFPf4Gm7wWAbfEWBC/VNX5NdpRofXgYpHoxFhkf4gZKaJd3G3Y4PMh0LKmIhsRJo5ZmILUMhzOwowV/8RiSs+SmBT3Md9ZChwrIv/G3KEeCQPZreHzf4d/0eLkzZqTnqqu10ZS8znmuY0ErgOyw/vV2G7tR0CLuv5ug9V7KmapbROe5V+A1zEFeZ6qbq854anVvhyDlSq4A5PV6GCdvQ+z3j6CGbciWb1Qsx2qulobSX3aXcgK7Fn3psbYF0MKtkiIkvrNJYyfYjFz1xEWgnU8TwFGisj/hXOfd1nVTT3Laj7QWVVnqeo7anGH86jh6udj4LdjF/MVwNGYp8qGOq5NxeLfo1q+cwnxiGKeEUMJz7q2Rb+qTg3n/hF4EvhXkG9UruzfuKyq+I79CrUd+Q+xZFWZ4XA3bL3xBdBRRI6r43nmAL8SkZcxI8Xbqvol5s67D7YWXBC1U1X/rjVqPNdUhBsqMXK6HnM7juVgzCMspQ5FOJLTOMwdHWyNcRsm22GY+/JOc1VYU/4LuE1Efoa5w3+hqm9hcu8K/K8Gw7waT9Qip2XsQXxn2AGq3ZbD62ZB+Yk+G465Ff0pTDQ7WGLFMsm1xyadKNHOHMxt+RxsEfF9zPqzA6q6QMzVKEVV1wSLYCZmkT2RYIGNactQoLeIvBys7/dju15tsElrO7bD9XC4Z4Nd6EVW1PA6Bds5rFDVl2rISdTcXLKxCWI5ZqAA2/EdBFwKVIrIwap6c23fp7ZDv5nqmNIjMGvuOEzua7FFwjoRuQGYISITVHWLiPwkfPcCVS0KsvlQRD4mjH/hOxpkfLaINA2TCWJxaRcBX6pqVDag6tQgq9bYM41ciMCMSwMwF7yMYCn9W23fp6obxDwhWob364B3xNzEfh/aEYUq/D/gFVX9XFXLxOKND8B2l8eH6/9PzPujwmVVfWotssoFloslAzwbS6x0kYhkqeo9sd8T+sU6qt3OCoGK0HfPxMbTyO19htqu1d3Ay0FWC0TkFqw/zlXV9aFfuaz2vKyKsPJV5wCpauE1pwDjxRL9lPsYuCPfcb6KXGizsLjB8cBJInKgqt4Q+z3h2mXYAh1VXSXmBpqtqpvE4uTvC/eLxsDrsR3FCWERfiM2v02iWnH+SEQ+oXHIaq/0q4iw9gPbYSzCvCz6YbvKfbHY3o/UdndHAb9T1QWh/9yNGQYLVHVj6Fd/FZF0jfEmbIiyEtstLwuv8zCDxEuqurQOOe2Dyakspj+0x0JAHgBuEJHlqvpMbd+nFr6YHvNs5wJzg5L7TmhH1KceAu5T1UWqOkVE/oJtcF2mqkuCnH4X+7cWV1TV//k/VBXM1fVzLPHE8HDsSCypwD27uC4dW5AdBNwWjqVgbhPROXOBvBrXSfj/VSyBQUcslm1QOD4aOLrGuU1rXt/Y/mHZKguAZ4AjwrHhmJXtml1cl4IZGs7CYrPBrLhdY86ZimVirOsewzHXoyxsodIjHD8VODjmvOx4P6dE+Ie5H83BXPp6h2NXBFmd/DXXZmDxoEPD+/ZA2/C6K7bIqPM5YzsqF2JhAGDu7aOAXtHfQ/i/Vcw1Evt/Y/pXz7LqHvpSLhazOB3IreW6dtguRn9MOfgdZsCYge0+voaFJ0Ry30lWjfFfAsjqfODO8PpRzKvpDaBLzPlZ8X5OifCP+p2vMrEd+I5Bjp/GPvMa148BDsWU2seBfcLx5zGXzdjxLivmOu9Xe7dfRTJ4EDgxvB4Y8/13Ax1jzm/d2GWFrbcKwjPLC8d+hXlS9v+aa5tiZcO6hPf5WIxvC8wzaSK1rAFj5PQaMDDm+HnAzdRYixCz3o+5NiXez66uf74z3ICpsdvbCVtAz9KdY88EiyU7A8u4+Cjwpoi8je3q3g2cE6y3KZiVcCBWamAf4Neq+l6w7DURkdZqsQPFMW0oxNxlPo5tV+AOLNbqesydInJlPllt57nqfI2xINW4R9JSQ06dsYl+qtaSwCbswl+KuaS/jxkSTsQsso8CXYM8m2NW2UhOHYArVXVGkFNzEWmhZhlsFu6dhsWydQr3q62Nq7BJL0NVV0afq+obsedrHe7WyU4tfaq9qk6p49wM7O/6bOx53hder8BcltuE81pji8MBmMLaCThNVVeLxXnmBgvwqmBtB5u4ijFLes0Y7aiNUYxaZCFeCVwd06cqwVz6omtj+lnS9604ySryuOiIJbxStR3bIkxx+iDGcp4SrvsCW0R2xsolbRDzxlmqNVwDa5NVQyAJZdUJS3Q2U0R+QY34UOxmm2mAxGm+aiEWA5pDyHKutktYSki0VENWlVhuhWuwbMR/U9WV4bsuqmVdERs37P1qL/Wr6Ksxr4CvCHOVWvZ1wutbwvemqGqlmpdT9FmDkFUNOXXEFP5ptZ0jIi2An2JZr/fBjHI/wtzBp1Atp45YXxuArf0zgfPUds8rMPksCZ+NA7aq6jwR2YD1mc9qNDOF6mSpsfWXRwObdGf36MKY11E/S1hPTVeGGyBBaf2eqo4J70/AJvA1wBYxV0mtsfAtF5HTgP8JE8UUYDBm2ZuFKcqdsM6TjSXVeRSYH6OgbsBS27fDMvrdBqwNytYEzA1ppwW3qn4pItdhHWydBhftmMV6gxjwahKeyyGq+n6YpC8ELsOe3SLgFzUNB2qJcE4Efq+qxSJSKCLdVfUDsaQ5PTAFKQWzyNYmp7XYYiNTLD77ZhFZHK79ALM47kCMrCZhrmONChHJwXbBPw/v/xebjNaLyCeqel8tstoqlthoqZpbZJqI7KOq/w0LvG7hb6Ad9rc/GSsrFiurlZgcK0TkaOBMEZmN7XZ8oqoLa7Y1Rlb/rnG8rOY5DZE4y6plOO8zbMy8Oryfg3nH7LQwUNW7w8IlPZKnNpKSHg1EVjsYDhsqCTBftVZzr1yDyaoEy6OwJHxXTVk9ISJvUF3GKjqnwRj86iJZ+lV4Hcnrr7v6TYmsSH1bxJLpZWnIbC4i92Pu4SVioYAvRHKKeWZNwr9CVV0sIreIJQF7IRgqImNEL0xZngT8AwuliQxWSzFDxsfh85HANWJJGQuopRa2hhheDdmbY9q1oT6fSbxwZTjJEZFhWEKI91R1fDj8fSxb7EdqmZHvAH6otrM0DXNnnRyu74S5N8/Fsru1Da+XYzu5n2HWoPXY4LoYq4EZ24ZoUC3Bdph7Y4rvA8AlmIL8lO5it1Atlmjpd3saiYuI/AAzLvxTVWeFw+cDp4nIZLV4wKuB76vqZhFZKCKPqpUNiOR0MGb5W4Y949XY7t+BWLmH7eFfJ7XU8/fVaENkMd+EuWJ2U8vC+BS2qFkOvKCWLKTRIlZ7uh/waOgzgnkttBXLNJqJxamfpBYbOC1MXEvC9VGfmoJNNr2w3YwNmMvgSqyvpAHt1DJXzqzRhkhWRZirX/uwgMzAZPU55kXRqElAWR2CuYctE5FHsQRAYDtTq+r6Haq6vK7PGgouq+QhQeerfTDF9z5sZ7Ij5kkxt67foZZkc21dnzcEGkq/asiIxe+eg+3C/kUth0AqluBrtoj8CegD5KjqSUGpfUZExmrYCQ9yGoj1hw+xJGMzMK/L/bEd/I1AKxHJCfrA+BrtSA1K7RqgX1i7F4glIDsbk/m/dDeSyjY0Y5Irw0mE2I7uYKwW6J1Yyv9rsOyyl4jIKkyhPBTLEtwTc2lYgyVJGh0+bxkmsquwyaUUS0Q1C0uc8yGm/PYGylVVRWQJNkiOE0vOUklV4reqTlEEPBeuRa1O70176nkkImHQuxabXGZgtYybYnUP3wf+V0Rux7KSDsYMEO2D7OZgz38iJoueYVFyAaaobsNcyKeH8z7AZLs/8H/YhLURczP7ohY5RZbV+Vjs2zLsw08JrmeNiaBYRn3qLaycUDdsx+NjbMf8d5iBaAD2rKNY6ZlAHxGZj8mqv1htvFOxxUMZ9pwXYQuVT7G+dzgWyxa5EOUBi3YhqynhunXYh2OxEgeNiiST1Rrsw9lYiEmjwmWVPCTZfLUUqrLKRmVYGg3er5IDMW+7EZicngLeBYZgRoEvgF+KyIPYOr0LZhiKNpHmiXmeZIXjg8XqMB+NGXW2YBnON1CtDC/FDE9vY/1uEBZ2sFGqE9NF6/RITmOxShORl8QUTHaNFleG40zMruoOmeFqOW8g1llewga/E7A/+FlqLi8XYp2rXFVvE4vdGIwpw59idbr2xQa9qB7lk2FHNvqOdlh6erBO0ztml3AVNqFR186hmgtGg3fvi7Gu1UY+Zv17CjMEfIYNVBNV9X4RuRmT0zhVvVZEbgIGqOpCEVmNWd6HYAaPzzE39UdqyGkq1bXeNmHWQrAd+FJCPMcu5BRbL7NBE9u/aiFK2vY4cDvmHnQB8JaqPioiD2DJ3N4Sqy95Flb3dVJYDJyLufdtxRaOMzB3wKq4dhE5HCsv8QTWh3qGj9ZjlvZWsEtZrSEsLBo6LqvkwWWVPPh8lTx4v2oQnIclu3wBy0q+GKsA8bKqvhx2gQ9V1dFi1TkOxMIA3sZKlI7ADBjlmCI9B8vLEyunHlgd5jewvhcpuaswN+nmUO3aHBGj/C4hhBc4htcZ3osE9xVEpImI5IZJSkXkChH5DPh/YgWpEYvXSAmWHbDO8pyqvoMpnG0wa1I0KBVgA1VU9mYxsF94fT9wCxbr0URVC1R1k1YXIY+MIuOAWWJJQk7ErI0Rr6nq7fX5PBKVGnLKinn/MxH5Eis0HpV6qCmn1sAzqjqB6vqG26mWy3Sqy3NAcD8Pr3+Luc20ByrVaoCuqUVOY4EVYmUejiW4y6qVmnpWVR+v1weSBARZZcS8v0PMRWyEiLQMx2rKKgNz3x+PJe/ohbnyRXX0vsR2McAssuWYJRes7NAjmKw2qeoWVV2qFiMnYsnIwLwxKkTkHcxV7cVwfDm2aHyn/p5CcuCySh5cVomPz1fJh/er5CDIKS3m/b0iMl1Ehkt14tEmQU6RPlWKuay/ie2274/1o0hO8zAFGMybsimW6bwUy8r8H2x3f6mqlqmVkNpWo0+NAbqLyL8wpfjVcHw2VvmlztABp3ZcGd5LiFRlgrsc2629GzhQRNIxS+m1WIc5CyzZjVrmvAqxZAjvqernocMJNtgVUD3YFQLNCHVFw3d0Dvfahu0Ir6BGnGFwcSkPr4sxi+AFwOOq+nDMeY0ijjRGTjdiA8stWF3jdlipgDOxwe4i2ElO2Zj1b3qY0LZiRomvqLawLsMGumixsQCboFDVEszCtx4rbVBFDTmtA/6IZRB8UFVfizlvK40MEbkDW8jdICIdRGQQ5s51fPi/NlllqeozqjpLrLZ1JbazMQuTM5hFNpJbKeam1DrcqxhzAywBHoptT5BVWXi9HPsbugsrOzYpHK/U3YjLaWi4rJIHl1Xi4/NV8uH9KjkQkfuwvnCZiDQXke9jiuv3sI2m88DWxuH5VIpIc1V9Uq0G/IHYDu2HWD9qF24dhReA9Z2thHW7mhfEBsyQ8ffIsBU+i+1T8zGd4THgR6q6KByv0AZayWNP48rwt6SGtUjEClEfKSL5YkXKdyBMWO2weIyLMBeK47COlYJl5psMbBOR74vI7SLynIiMwzLBHR5u1RfLFP00Zq1LFwuWX4xZdYvCeXPDudH3V2A1g1/Y1e8KA/AsVf3wmz6TZEBEmorIUBE5JMbiWkWQUx/MGj4Ey7Q3HIupylbVOVjcR7qIDBCRP4rI0yIyAYu36h9uNQA4UM2KuwhbUIDF7gykunTRSszCG7Ed2F+rk6HViqqWquoUraNMQjJSS59qJiLHiMiAXVwzBPOS6I0Ze87BXMnaqeoKbOLpJCL7iMj9QVYfAH8SK0APJo+2ahkd5xOMSJjL3yHh9XaslFG3Gk1oE66rE1XdqKrj1RKPNEhEJMNllZh4v0oeapGVz1dJgo+BiYlU76ZG7zODnHru4prTgRaq2hNLIHshFsebrZaU7StgoIi0i5HTh8AfxTa4wPpgsaqujs4PxydR7bUZrdc7xnx9i3DdJtW6k1SpeWH8N1KEne+Gxwx/C4Jl7nSxjG9fqeozInIGVvvrY2yCeThYdZpiBcPnY24SbbAJph1W4LobVoi8UqxkQAVmzVuIuULM1h1LN1yAuVKATUzvAo+IyLtYXM7PAdQyPN4rIuka0qmr6sV75IEkKMHafRoWUzEmWEcvBq7Gntv+wONiu+1NsdINSzGX9B5qmRnnYnJKo3qBsJBqK+48zEWlSk5SnTnwunD+Aqy+8oOY9b4V1e7tS4CnRKRJsDCWEbwDGhMisj9wioiUYyWDJorI9ViGw7dEpI+qvhL6VDNsolqDlfnqraplIjIPk+l7VJcXmImVd+iIyeolrM9GsmqGJRG5Mpw/F1gsFhtXjiULSVfV7SLyFVAsIQZPVYsI1uHGhIjkYf1quaq+HQ7/CItJc1klEN6vkgcR6Y3F4DYFpqvqayJyCfYMfb5KIHwMTA5EZDCWL2czMFYtodet2EbUGyLysaq+G85tjoURbsRCEKP+8yWWUO5hLG4bzCvzKqxvLGBnOeUBR4XrUPPqTBWR/8F28ieEPrRdrMJLiUhVqaI52BrV2Yv4zvBuEga1aOI4HauJtwg4PijHgzFl+Gagl4h0C1adA7DBC2wnt21QTtdixogSIEtEskNHygJKVPVpVf04VhEWkaOAXwA3BWvhcCzxxQzMMny9huLxoWM9p9V1xRoskeUvyKZKVsDJ2C78fsD1YbAbitXbuw84JlyTgsVdHB2u+wpbOIDJOJvq8g4EC257YLOq/q2mnLCsgVcDd4vIR9iu/h8x95euwI+1upbyJlV9XRuJG3qEBMLrjliduyJMFleHyWSoqh6C/Y2fEy5tgS1CIjejaVifAZug2mEZSqN4rEWEhYWqPqKqn9SQ1dVYyZBHxGLaumNuYlnhXrfGGJPmBot5XcloGiQx/SnifGwBfKCIXC0iHYBjXFbxx/tVchEjqyxMUanEQqAuDMeG4PNV3IiRj4+BSUCN8a8fprCuwPrCNWGtfqSqHg68Dlwazs3DxsooPn4BtrsOtlvfA0sMFnl9zgM6qOpsVf1LJKeYv5PbsRKnz4rI+2IbM7/ADFVNsXCByOV5oqpODfqCEyd8ZzgGETkIy/6Wh2Vp/lmMtSb6Q22BFa/+b7DkDsMU275UF6ouwNKbL9KYsjXBclsWFOVFItICS4AwH7NU/TvcZ2poT4rajnGUYbAZVmO0ABssN4Tvu0didoDDdzXIjhWe2Q+xyaUfVkPvp8BUrS7eHrmkD8d2gtcCf8cs6P1UdV24z3IsM+Z0LHEE4frlYgkRmqtqsYi0wRYGy0TksCDTKE6nKlunVNfaS8WyB87CCtJHk9kdNeXUGBCRTGzhoKr6DOz091kGTFPVp0XkSMxbYhs2cYBNQuVicVObiXH1D7KqFJEWqroxKAClmKW1p6rODxNRG2BDLbLaBtyAxesviJHVrxqbrETkYKw+ZRHwZ62OQ9KYc7oCZ6rqsWIxh48Dz1LtOumy2guIuWL+AjOmPquqE8H7VaIRlNejgCswJfUTVf1d9HmMvNKBOar6olgM6WDMS2yAz1d7B7HcLOdjis9BmNHhXGCtj4GJh4jkYu7L09USwNUc/wqB99U8N0/G+lQ59vcOtu7ODdcVYju/EYuBpqFPrQ/KcgmQKyLtVHW1iGyKWctH8knB+u0abAf6c2BhWKtvEEto16QxySlZaLQ7wyLSSkT+LSIvi+24gg2AszAF6iaoUqzaiMi14f2moAg3xVxVWqolFkjBXGGqygVITLbAGD4CTgxW3/0xS/BdwKUi8jyWUn1d+K4q5S78/45aEoUpMYow4bMG2bli5PSKiBxKqHOIPcf/B2xT1anBINhDRM4Nl67BipivVbOMrsIWIxViMdbFWOKCzlKdBTCWaZhFHiwmpzlm7btFRF7BFIZiqE5fHyOvf6rt7E/RHa26DVZOESJymIjcFl5Hz7UZlnm0ZTguIjJQRIZBVezL02GR8SvM3agYKBKRvLCgiOpmx35XZIVdg5WDADPwtQbuBf4gIv/FYvG3hO+qklUwMj2iqk+o6meNVFa3h9d5mJvkf7G+9WI4nhIrK6ymYQeoSvaxHdvVKBKRXJdV/SMiHUXkbbG4tH3F4kovxWqN/ptQc7WmrLxf7X1qyKontvAeBryD7VL9MebcqvlKVQuDIpyHKTsb1BJUbRWRlj5f1T8xsnpGbMdQsWf3CZbgdLuqrq05X+Fj4F5HRE4SSz4bu65oCdyJreuidcVRYomrUMtu/ozYDvHtWB/ZDqyO6VNNpToWuwo1l/JMLJYebNMqC3geeEAsl8/7hFj6mL5UEeR0l6r+Q23Hd33MfSsbspySmQarDItIZ7F4gbo4EdvJvR64NSwwBmBWwYeA66Q6EH4bMC12ElLL0Pw2Zn09GnPF6B9z/6ZY1ueoLVGA/MOYher5cM5KtYD86zAL4/Wq+kXMwNmg+QZy+hFWxkFV9Q+q+ipmNHhPrD6zYla/uWKxGIpZBqMJqQQbzAqxHWUwa3yraKIJk2MUJ/IH4AciEhUyL1RLKPEzTE43qeqcxiIn+HpZiUgvrIRDN6ieILCwgrcJBqIgGwGW13h+UUH540WkPWa57RM+S4vuK1bKoD3VmdPvBS4RkfFY4fj1anFct2EeAXer6oqasqphRW5QfANZRW5hGUB3VX1ZVV8B9gkLhkqqZZUa3i8VkSg5XzHmnreS6qQgLqtvgJiLZV2fCeY++xa2oHtALU5znqq+oKqjgRSxMJtYWXm/2gN8Q1k9GGR1ILa2eBA4S6oT+lRg81Xs8ysB/g9oJ5YYaxnVC3Kfr74B30BWtwEPqW10/EpV/w9TUp8R2/GL/p59DNwD7EpO4fNDgV9SbYCI1hUjMFfntjFrwCZUJ3uLKMWSxZ2LeX0WUr2LvwXz4kSslFVbMS8MsAzpPxILHfgk3PdxrFTpn7CxeGPN9jZUOTV0kt5NOgwY3VV1QXh/MvA7zOd/OjbY1MbFwB1qrsvTsQlnXbhuDBajMwd4M1j/qrIrh86Sq6pjxVyl+2EW+qPDRHcUsERVS4OSPQRTlper6iYRuQEbKDer6rJgSVqGTXxAw+tQ9SSnqcBhIvJpsK79CCsNURae4RJgScwkMh9zp56D7cB3BP4JnCyWmbML1QXi2wD5mAv6GjV3pR9jclqjqisB1DIxVmVjbGhygu8kqxTMkHSOiLRX1VXh+HHYjmNX7DkvVdVpNb6zFSBqRel/ABwBTMS8KDZji/wo1qoHcChhglLVD8USx3TBQhMiz4qZWEISwnuXVTWRrM4NC+piYLOInIbFsH2GWdw3RLKKMQYuxsa8AszSvh+28/V9EdmCy6pWasoqHMsGXhGR72mIy4xFVVVELgTOVtWFIrJZRPZT1b+G6y/CEiJFO0jer+qBepJVSehbszDPpGewRfRy4AO1ChCLY+6fA2Sq6hsichxmNH8VOClMaT5f1UI99qteWl2fdSSm7FQGhXh6uK+Pgd+SbyOnQCXwNFZXt5Wa23Im9vw+w7wvsoAiDe7SMffPxQxDT4Y+1R2bG08WkVIsnCBaLx6IGQnfxrI5vyIin2LrxplaXVpqCnXPq06SkvTKMDYh3CAiI4OVZhCmJE3BLEI7ECx7Fdhub5R0Yj62q/uUWnZGxIqODxKRt3XnBATHYBPUamwQ/FeYwHKx7HEFmHJMsAzvUM4odPqCmPcNatCrg3y+u5wWYBa96dgEVEr1hFNFzPP8N/A9MZf0XkCKqt4tItdhic4mUy2nNcBzNe6zEXOtaWzk8w1kFcNiVf1KRL6H7civEpFTgDexQvJXYQuDpbVcewFwiIhMxmQ+B1tcXI1Z0scDbwCoZVucE3txkN8aGh/5fHdZ7aeqH4jIv7CFxc3AFFVdEoxMUZhGZJF/H0vmA6HcBPAotgvlsqqbfExWl2h1LcifY6XzdnKdixkDl2Hj13xMsTkAS5oEVprvv6q6Jeb8WLxffTvy+e6ymoOVM/x/Wp3Y8jPMRfaDWr7zNGCIiBRgsYxLVPX9sK7w+apu8qmffnUQtlOfiiWyijwDq9ZnPgZ+J/L5BnKK4TPMmDQSU0zXY7v6L2Pr6FOx8MKiWq69HOgvIpMwI+9UzDh1GbbhNRbL5o1aTeVJsRcHfaC29YrTwEhoZVhEzsJK4myKOSaYUlMh5np8CeaS0hH7Y98Hc0faBswXkb+o6idSHeAeMR2L2R2NJVjqB7QXkQGq+ha2c7Jf+J4UzLK3n6o+pRYzvAxLtvACEAXvPy0W99tca3GfaKjsRTkVYgvBUjHXmrWE3fRg6U3DFh9ZqvpGuEYxOc3AXFxQ1YdF5HEgTRtZgfI9KSu1eHmw+JpemDfFEGwSPBo4AZghIgsw2Q3FvCM+xibExeGcF7EEdgrcKyJ/BypiLLONgr0oq27YTtUTYSF4OGHHKvSr5li/Kg6yehmLXzwTW6D/Uy0z5u9F5K+4rKJjdclqH2BTzHjVEUug85WqTq3l9lOwcW80tqs4EHhJRE7FvI1eEZFmap5ILbDd32LvV7Wzl2V1ADBVRA5X1bFYv+kWvrMZtq6I5qtnsTJIP8TWFZ8AqOpfReRJfL6Kju0pWe2PeY4dhLmrfwU+Bu4Oe1JO4fmXYTLpiK3lDsAMfUsxg+BgMY9LwdYaX6nt8v8dMzINBl7Ram+128QSzW1SC3l0GjkJETMsVgB7lIj8T3CbQESGYjFtfcJ7AesYMdbvEuBaqmvwAbwG/ERVj8AsSiPCca3x/xRslwrMotQdix+4QUTGYEkv/hS+sxLrdBOjNqvqNFW9SVXfjB301GrvNUhFOAHktA7YX81FujPwPd0xvroSm9S+CG2oDIaNS7DsuOui36KqpQ15YbGXZVWTRVhNbTAL+lPAv4AHgNeDtVWwGKt5oQ1bVfUNVb1BVd8NC3bCZ5sa8sIizrJaSEym2XCf3qo6SqpdAssxy3wkqxJV/SdmqX9YY9zbXFa7JauozMpZ2NzzU6ym5ciwQIuIZDaT6hjfZUDv8PrXmJv7GKozodaUlfer+MqqJ5aI51ciMhrrX/eFz7ez83z1gar+VFXf1h2rQ/h8tedlFcVmtwBOVsviHWUe9jGQvS6nWLZgO8LR559gBqPXgCeA50P/qMR23FeHNmxSSzr7Y63hQq2qa10RdiL2ys5wLbt90fHIBe90zI2kE2bFeQaLB1iKTR6TwundsR2nKDHM82rxHhsw5YhgfY2YQXWRbLGPq9oxAegpIh9ig+J6VZ0lIj/CXKanqNXnI9x3+Xd7ColPkshpUTg+DcskWOUWHQbeqvioiPD51prHk5lEklUtzVuJWWsJxoiobWO1OutiKVbMvsGT4LJahRn+IuZiCUJiM2RuoxZZaQPMirmXZBUZH8qBZmolVv6DVTBohXlN1HTJPFRE3sQWhO+KVTN4CVsULormJ7Udf+9XiSOrD1V1toj8DNvVmqRhd6qu+aohkgSyKsIUNYCPsYRNsdmcG8UYmEhyqsE2TCHuCqCqVaGHIvJfra6tvJkars6OszvU285wZA2SmHJCInKZmK/+42J1DqPMeqlicRsqIkOwrMr3YbtHrUVkkKo+iy3KDgm3OwaLkRmOWVQ/wKyqYDEf+4T79xaRl8PxHoRYjZodPHSaUViG4ndV9efh+HxVfS1WEW5INAA5/Swc36qqH9XXc0lEkk1WMXyKZUff4Xfs4vykp6HISlW3qOr73+FRJDwJIKv24fUXQJ6Yu+y+2AJzYc32qlUb+D0Wk/iKqv5dVbep6n2q+mFDNtQ2AFk9Eo5/FtYVq2pe01BIclm9qqoPheNbVbW2mO4GQbLJCapy77zOjqXJJCjpDcog4cSHb7wzHFmOxAqDd8KSPGwKneWWcM/fiMjhWHa2YcDJWIryT9TiKmLJwurzqlhCqkrMZQIsA3NUkmiCmutfbawk7IxgltZZIjIL20W8oq7fEnan3t7d355MuJySh4YkK6i2pse8bzAJ4hq6rBoSCSyrjgCqOldEfou5+gnwj7Do2wm1upf/+qbPIFlwWSUPLqvkoCHJKZxfWuN9g1lXOPHna5XhYEXqh8UprVDVT8XqVz6AWXsmAn8JHepyrG4bWMcZoFZKaDpwNmYFuhyLo+mKZTt9DWglFp+2geo06WAJDJoG609laEsUH6oxnWE1MF5EWqhqsYj8VlVv/7YPJRlxOSUPLqvkwWWVPCSZrJqr7cK/iWVbb1S4rJIHl1Vy4HJynG/P7uwM5wO3Yu4NIiJR+Y43VfUeEfmtmFvFF1hA/D3hus/C+WcBzYB2qrpWLGbgJaxu1wrspCHAwao6WSzr3KzQqVQsO2ZvLDucUkvcm1rg/CMx72tatBoD+bickoV8XFbJQj4uq2QhnySTVSMmH5dVspCPyyoZyMfl5Djfil3GDAcL0P7Apap6JfbH3RmzPn0klmlvIlY3b6uqfg6ki5V5KAJ+jGWRGwmMCp3mb6o6VlVXBOsRWEHtn4nIrVi8wcYYS9IvCJnhnNpxOSUPLqvkwWWVPLiskgeXVfLgskoOXE6O893YpTKslur/z6q6JBzqhxWtTgFELd5sI5CDFYkHy6C4b7h+mpobxGZgTrAepUYdK+pEqjoOq7G3Dfi1Wh23KIPdRFXdUG+/uAHickoeXFbJg8sqeXBZJQ8uq+TBZZUcuJwc57ux2wm0RORcYKqqForIckLheKxkTSXQEqsDuwQLxv8yXHcOVuJjGtSdsEVV3xBLka4xxzxA/hvickoeXFbJg8sqeXBZJQ8uq+TBZZUcuJwc55uzWwm0wh/6MVT7+r8PfF9ETsBiBFqpalQv73OsaHnEGOA1tfqHu8Q71LfH5ZQ8uKySB5dV8uCySh5cVsmDyyo5cDk5zrdHdudvWkRuAC7A3CNaAs8D/YGfAguAd1T1xRrXiHeYvYvLKXlwWSUPLqvkwWWVPLiskgeXVXLgcnKcb8fu7Aw3wWqUrcOsSJ8Dq1R1gYiMBfZR1YU1r/POtXdxOSUPLqvkwWWVPLiskgeXVfLgskoOXE6O8+3ZrZ1hx3Ecx3Ecx3Ecx2lI7DKbtOM4juM4juM4juM0RFwZdhzHcRzHcRzHcRodrgw7juM4juM4juM4jQ5Xhh3HcRzHcRzHcZxGhyvDjuM4juM4juM4TqPDlWHHcRzHcRzHcRyn0fH/AWmJuxYMOKFXAAAAAElFTkSuQmCC\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "from scipy.stats import cauchy\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "mean ,var = 1.9086047586716894, 13.472185388805338\n",
    "\n",
    "demond = [43,179,214,207,193,73,184,206,216,201,41,153,174,177,161,74,179,217,225,215]\n",
    "\n",
    "s = [43.0, 179.0, 214.0, 207.0, 129.0, 73.0, 184.0, 206.0, 216.0, 121.0, 41.0, 153.0, 174.0, 177.0, 115.0, 74.0, 179.0, 217.0, 225.0, 113.0]\n",
    "s = [i + 8 for i in s]\n",
    "# demond_t = cauchy.rvs(1.9080728401635376,13.482679021170945, size = len(demond))\n",
    "\n",
    "# demond_t_up = []\n",
    "# for i in range(len(demond)):\n",
    "#     demond_t_up.append(np.random.randint(0,10))\n",
    "\n",
    "# demond_t_down = []\n",
    "# for i in range(len(demond)):\n",
    "#     demond_t_down.append(np.random.randint(-8,0))\n",
    "\n",
    "real_demond_up = [demond[i]+10 for i in range(len(demond))]\n",
    "real_demond_down = [demond[i]-8 for i in range(len(demond))]\n",
    "\n",
    "x=np.arange(0,len(demond))\n",
    "fig=plt.figure(num=1,figsize=(16,8))\n",
    "# print(len(x))\n",
    "ax=fig.add_subplot(111)\n",
    "ax.plot(x,demond, label=\"demond\")\n",
    "ax.plot(x,real_demond_up, linestyle=\"dashed\", label=\"70\\%cauchy\")\n",
    "ax.plot(x,real_demond_down, linestyle=\"dashed\", label = \"30\\%cauchy\")\n",
    "ax.step(x,s, label = \"support\")\n",
    "plt.legend()\n",
    "\n",
    "ax.set_xticklabels(x_label,rotation=10)\n",
    "#参数rotation=10，可以使得类标旋转值为10的角度\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}